{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           state  murder  forcible_rape  robbery  aggravated_assault  \\\n",
      "0  United States     5.6           31.7    140.7               291.1   \n",
      "1        Alabama     8.2           34.3    141.4               247.8   \n",
      "2         Alaska     4.8           81.1     80.9               465.1   \n",
      "3        Arizona     7.5           33.8    144.4               327.4   \n",
      "4       Arkansas     6.7           42.9     91.1               386.8   \n",
      "\n",
      "   burglary  larceny_theft  motor_vehicle_theft  population  \n",
      "0     726.7         2286.3                416.7   295753151  \n",
      "1     953.8         2650.0                288.3     4545049  \n",
      "2     622.5         2599.1                391.0      669488  \n",
      "3     948.4         2965.2                924.4     5974834  \n",
      "4    1084.6         2711.2                262.1     2776221  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "crime_Data = pd.read_csv(\"./crimeRatesByState2005.csv\")\n",
    "print(crime_Data.head())\n",
    "crime_Data = crime_Data[crime_Data.state != \"United States\"]\n",
    "crime_Data = crime_Data.drop(['state'], axis=1)\n",
    "crime_Data = crime_Data.drop(['population'], axis=1)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='murder', ylabel='burglary'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.set_theme()\n",
    "sns.scatterplot(x= \"murder\",y=\"burglary\",data=crime_Data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='murder', ylabel='burglary'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filtered_crime_Data = crime_Data[crime_Data['murder'] < 30]\n",
    "sns.scatterplot(x= \"murder\",y=\"burglary\",data=filtered_crime_Data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='murder', ylabel='burglary'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "sns.regplot(x= \"murder\",y=\"burglary\",data=filtered_crime_Data,order=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/_3/jpjrs_894tvcsp4b3ktrwnj40000gn/T/ipykernel_47993/2326310774.py:9: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
      "  cm = plt.cm.get_cmap()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'burglary')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SSqY5/6LVBIPBfm93bYeOzW9xeP0WrO4MmqFjRILoQRM9aJ52/+yxbrr3tSAEhJtrSYSD0J5EOi5SgjA1grObqblkGQG1bV8ZRSo4UhRFmaAi0QhX3/h2fvXgb6mtqynpWJZlUVOb4MJL1/Z7e/eeI+z55Qs4BZtAPEywNjbkMTVDJ1jjz2rZuQJHj3URmVLPWTdfTCBRntkuRSmGyjlSFEWZwBYtOZsVq5bT3Z0s+hiWZeM6Lu++4zZ0ve8Wftey2f2L59nx46fQAgbBmiiiiPpKmmkQrItjdWfZ9D+/ouXlHWXPl1KU4VIzR4qiKBOYEIK3X3sFhm7w0oaXSSTipwU4g8mkMwRDQe744/dRU5voc5uTs9j6g0exkhmCdUPPFA2HHjTRAgb7H32FbGsXs69ZrZKvlVGngiNFUZQJTgjBuqsvY/7Cefzip78inUwTT8TR9IFneLKZLLZts3TFUq68+nLMQN+cISdvseX7j+BkC5ixcNnHG6yN0f7mXpCS2deq3WnK6FLBkaIoyhli5uwZ/MlffpgdW3fy/DMbSHZ147oenuuCEAgBmq4TME3OXno2ay9aTW1d7WnHkVKy44GncDJ5jEhl+rcBBBJR2t/YS6guzpQLBt8hpyjlpIIjRVGUM4hhGCxetojFyxZhWRbtxzpIdidxXJdIJExDYz3xxOBFHltf2UnmSDvBmvIspQ3GrIly8Ok3qDt7BqG6eMXPpyiggiNFUZSqkcvmaG9tp+VIK1ahgF2wsR0H3dAxAwFM06ShqZ6myY1DBjDDEQgEmDJtMlOmDb9HmZXMcOCxV0dtN5lfEynArp8+y5I7ry4q2VtRRkoFR4qiKGOgkC9wYO9B9u1+iwP7DpLsTFIoWLiOi27oaLqGEBqaJpBS4nke0pPYtoNhaBimSTwRZ+qMycyYM5PJ05rLVuxxMPse3ogWNEc1B0gPmOTauunYdoCGxaoIpFJ5KjhSFEUZRR1tHWx8biOH9h8kncqhGzrhcBgzGMAMBkZ0LMuy2PbmTja9/Ca6rtE8pZnzL13D9NnTKxK82Nk8yX1Hx6QGkZmIcOT5zSo4UkaFCo4URZnYbAuyaZAeCA0iMTBHFoSUynVcdm/fzYvPbqSzvZNQOEhdXRzDDOB5xdfyEUIQjoQI9yRFd3UleeiHvyAUDbFyzQqWrlxCKFy+hOnWV3cDY7NrTNM18u1Jcse6CTeVVtBSUYaigiNFUSYWKaG7HbH1FUR7C1gF/2dSghD+P4Egsn4ScvF5UNPg/6wCPM/j1Q2vsfG5jVgFm2giSqI2gaZV5nymaWDWJZBSsv6pDWx4+kUWLjmLS6+6lMAIZ6X6075pD2a8vNv2e7k2opCHfBoc2/+ZrkMohgyEwTARAYPWV3cy66pVlRmDovRQwZGiKBNHewvaS09AuhsCIX+GKNz/25xoO4p49KcQq8FbfTk0NJd1KN2d3fzqJ7+ms62TWCJOKFKhoKIfQgjiNf7Orp1bd7Fn5z6uuflqZs6ZUfQxXdvBzuTLGxx5LiLViehuBddBSIkU2olgVUroPoZAA03DjNeT2ju6s37KmUkFR4qijH+ui9j0PGL3FghFIZoY+jFmwP/HcdCeeAg5bzFy+YX+bEUJjs8WPf/E84TCYeI1wxhLBUViUTzX46Ef/pyFSxZw+bWXFTWLlG9L4nlueQYlJSLZjug47AdARgB0k/4XGE98TGnJNpxjRxFbJyEXrAJdfYQplaGeWYqijG+ug3jm14iO1uEFRafSdYgmEHu3QVcH8tLri/7QPXm2KF6TqJqqzpquUVNXw54de3hrz/6iZpEyRzsYIHoZGcdGa9mLKOSQxgiDNN3EE+Du2U6g7SDOOZdBorEMg1KUvlTBCEVRxi/PQzz7W0RnG4RLLEgYjiG62hDP/hY8b8QPP7T/EN//n/vIpnNVFRidLBKLYpomP7vvIV5Z/8qIHmtn8wijtFk1bAvt4HawrZEHRsdJcLUgAOaLv0G0Hy5tTIrSDxUcKYoyboldbyCOHYFQpDwHDEUQx44gdr0xooft3bGXn37/Z0Rj0bIkPlfS8VmkZx97nuefeAEphzcdJF2vtIDPsdEO7aCnR0nRh5H47UvQdGQoivHqo4iu1uLHpSj9UMGRoijjUyaJeGODvzW/nCIx/7iZ5LDuvnv7Hn7x418Rrxm8kWs1EUJQU1fDyy+8wjOPPjusAEk3DWQRM2oASInWsrfn5KX9jQQCcXy3n9CQwSj660+AY5V0XEU52fh4JSuKopxCvLHBT+Qt9/KVEGAE/OMP4cDeg/z6J7/p2Z4//t5OE7UJXn9pEy8+u3HI+4YaEkinuIRskWxHFHIlzRidOBgEQiflhGkaeC7a1vWlH1tReoy/V7OiKIpVQBx5CwLByhw/EPSPbxUGvEvrkVYe+tHP/RmjcRgYHRevibP+qfVsennwpcRIcx2imJkxz0V0HC4+x+gUZlBHN08JsgJhtJZ9kO4syzkUZfy+ohVFOXMd2QdumbaVD8R1/fP0w7ZtfvnjXxGNRcd1YAQnltieevhpujq6BrxfIBFBM0a+i0+kOv3t+mXguR6h+ABBlhFE3/16Wc6jKFX1qv7617/O+973vj4/27p1K3fccQcrVqxg3bp1fO973+tzu+d5/Pd//zeXXHIJK1as4MMf/jAHDhwY0TEURRlfxNEDfpHHSgqE/PP045nfP0chV0AvdfdWlRBCEIqE+PVPfoM3QF6REILIpFo82xnZsbuP+cufZWAXXOqnD1CuwQwg2g/57WIUpURVExzdd999fPGLX+zzs87OTj74wQ8yc+ZMfvrTn/Jnf/ZnfOELX+CnP/1p732++tWv8sMf/pB//Md/5P7778fzPO666y4syxr2MRRFGV9E5zEwzMqexDD985ziyMEjvPnKm0QTZU4EH2OBQIDO9i5eeWHgLf5TL1qCnckP/6CufaIVSBlomkbjzIH7qgnPQSTbynY+5cw15kUgW1pa+MxnPsOGDRuYPXt2n9t+/OMfY5om//AP/4BhGMybN4+33nqLb3zjG9x6661YlsW3v/1tPv7xj3PZZZcB8J//+Z9ccsklPPLII9xwww1DHkNRysXzPBzH/1ZtGMa4X26parZd+eBICP88fU5r85uf/pbYBAuMjoslYrzw1AbmL5pPbX3tabfHZ07CjASRUg5rW78o5BHI8tSOLLjUT4uhmwO/rqRmIjqOIhumluGMyplszIOjzZs3Y5omv/jFL/jKV77CoUOHem/buHEja9aswThpnXvt2rV8/etfp62tjcOHD5PJZLjgggt6b08kEixevJiXXnqJG264YchjNDaq6qpKcdra2tm6dTs7duzmWFs7mUymz+3RaISGhgYWnDWXRYsWMmlS0xiNdHySUuKm89jdGaTjIl0XJAhdI5jKooVC6KEK7FYbxPHltIk2a3Tc8eW1Xz3wG27/8B+eFuALTWPKBYs58PhrBGqiQx8wn0GW4fpIKXEdj2mLh3gNBYKIzqMln09Rxjw4WrduHevWrev3tqNHj7JgwYI+P5s0aRIAR44c4ehR/0UwZcqU0+5z/LahjlFKcGQYamYAQO/ZwaKPkxovpXBdly1btvPoY0/R2nIMoQmi0SiBgEEgcPp0f2dnB48/cZDfP/YkTQ0NrLviEpYtXdwnWK+k8XRtnEye/NFOMnuPkNvXitWVRloO0pN+HZ6epF6BoDGzHyE00ARawMRIhAnUxzFiYfRwAChTwGTqaD2v8+7OJFte30xN3cDLOsOl9QQMmhBVlNzgC4WCdHV0snvbLhYtP/u026euWUj7G3uxM3n04OCzd8Jz/K32JQZIds5h2uJGIjVD7U7UQbqIEt6bK/2aKRQKdHV04zgOpmlSV1+LGajwLOgEMNrvZWMeHA0mn88TCPRN5AsG/RdHoVAgl8sB9Huf7u7uYR2jWJomqKsbxjenM0giMXpdx8fCvn0HuOdb95FMpqipSTBl6qRhPCpALOZXb3Zdl4d+/msefexJ7vzgHzJ/3pzKDvgk1XptpJSkdh/h6KOvkjnYjnRdtKCJGQkSqBt4dsZsrUNzcn5BQSnxujPk2pIgBHo4QGz2JELFbj0/PjbXRUvUE+p5nW946nni8QjhUPk+yILB6nwLDkyqZ9PG17jwbef1e/uau65hwxcfJBg0Bl1ec00daehQwnVwHY9ITZD5q6aiacMIsjSdYBnem8v5mkmnMrz4/Mu8unETmUzOT3qX0n++ajrRWJhVa1ey6vyVRKLV+VqtFqP1Xladr8weoVCoN7H6uOMBTSQSIRTyd6tYltX778fvEw6Hh3WMYnmeJJnMFv34iUTXNRKJMMlkDtctsoJuFbNtm1//+ve8sP5FamoSRKMxHMfDKaIibzQSxbZc/u3fvsZ5q1Zw0zuuPS14L6dqvTZurkDXq7vpWL8NN1tAjwbRgiZg4gFOYYgdUSJOtNCJpx+fSRBg+m9ntuXQ/sZbiC0HCDbVEJ7ZhB4qoh5SNg3TF5DrzODYDhtf2EQkFiGXLz3BWBOCYNCgUHDwyrTNvdzaWjvZuf0tGif1M7suNKZcvpI9v9lAsDY2YIAkXMB2wStu5shzJY7lsPyquVhDPScApESaJtnOzND3HUA5XzOu67L+mRd5/ukNCE0jFo8SCJ6+y7JguTz8qyf43S+f4G1XXsyqteeqnMVTlOu6JBLhYc0+VXVwNHnyZFpb+/bMOf7fzc3Nvcmvra2tzJw5s899Fi5cOKxjlMJxqufDphq4rjfh/ia5XJ577vkurcfaqaurA/zAuBSaplFXV8trr77JW/sO8JE//kBJgfpwVMu1kZ5Hxwtb6XjmTQD0eBg94f/uI/m75gP1RORbA7a90HqWe/KtXeSPdGI2JoidNW1kjVM9D2/ybHA8tr6x3f8S5pXpW2vPe7MnZcnPp0oxgwGef2ID1916bb+31y+dg5UpsP+JVwcMkEQwgnBbiqqM7bkeTsFl8eUzCIVBWrmegwq/bYhmcNryqV3Aq5+CV4bn+kCvGdd16ejo7P2SbRgG9fV1p33Jyefy3P/9n9DR1kEs7v99/NXh/q93NB5HSsnjjzzDts07ue29N1f0i9N4NVrvZVUdHK1evZr7778f13XRdf/FtX79eubMmUNDQwPxeJxYLMaGDRt6g6NkMsmWLVu44447hnUMRRlIPl/gf77+bZLJJDU18bIfP5GIkUqn+cpXv8Wf/dldRMITezrd6khx+CfPYHUkMeKRkpqYukYYx4igefagvbo00wAT7M4UnS9uJ3b2DAL1w7iWnotM1EG8FiklLz27kVi8/M+BahYMBdm36y0K+QLBAWbeJp9/NlrA5K1HXsKIhtDNvh8pMhAu6jrbuTw6LssvaiQWzkIhi99y1j+W/28CKTSkHkCaYaQwwCkg68u/U62jo5Nnn32BnTv3kEqlcF2vtx6U0ASaphGLRpk+YyqXve0SGhrquO/b95PJ5ognhv+8EUJQU5vgWMsx7v/uA9z+gT/AMKv6Y3rCqup5u1tvvZV0Os3f/d3fsWvXLh588EHuvfdePvKRjwB+rtEdd9zBF77wBR577DG2bdvGX//1XzN58mSuuuqqYR1DUfojpeQ79/r5RdFo5XLLIuEwuVyWb33re7iVrvg8RqTn0f7cZt76+q9ws3nMRLS07u490rFZaN7wljY100AYGqnN+0ht3T90j7BsGrlkDQDtre10d3aPm6ay5eR5Hlte3zLofSatnMfSD12LHjCwkpm+MyOGOYJZIwl2AasrSX2Dxsq3TyFaG0IKvecfo/ffETqyJygWTh4914Ge7wDpImvKtwP58OGjfOWr3+Q//vMrvPLqJjzpEYvHqKlNUFdfS119LbW1NSQSftPh3bv38ZWvfpO/+fP/H2+9dYBwuLhCpZFYlLZjHTz56NNl+12UkanqkLShoYF77rmHz33uc9x88800NTXxyU9+kptvvrn3Pn/xF3+B4zh8+tOfJp/Ps3r1ar71rW9hmuawj6Eop3ru+Q0cPHiYujLsTBpKJBKhpeUYTz31HOvWXVrx840mN2dx8IePUzjWhVGmoOg4O1CLFazDsFMghn4rE0KghwL+LNJL20ksn4PRX/KrlUdOmQlT/Nno11/ehBmsUA+3k0kJroOwcpBNIfIZkN6JCRMhkIEwRBLIYLgyTXdPEUvEeOOVzaw8f+Wg9ws31rD0Q9dx5IXNtLy0A9eyMeMRNF1DJhr8Ktn6wInsnm3hZPMEwjpnXzCJuskjmEUVml9HybHRg0EotOGY00pqcus4Dr/61cM8/cwLxOMxamuH9z4QDodwCjbtx9ppO9ZOZ2cXixYv7P08Gol4IsarL73OspVLaZ48nM0fSjkJOdACqDIo1/Xo6Cg+6W8iMQyNuroonZ2ZqshrKVVHRyf//h9fpra2pqwf5oORUtLZ2c3H/vqjNDaWb7l3LK+Nk85x4N7f4xVstHBlcieEZ9PQ9oo/izDI8tqppCeRtuMHSImTZgZdB1wH75r3QE/i7A++/kMcxynrc0HTBOGQSS5v41kWorsVkewAzwOkv/1dM/qm1EjAc/1/hPD/CSfw6pohWLkl2Wwmyx9/7K7etISheI5Lx44DHH1+C/muNNK20A/vRg8H/bwb/L+/a3mggS4tEnUG086uIV4fKv7vXMgiF62GRA0gsBMzkYGRz/oWCnm++937OHy4lVh85PWstr/u56dpmoZt2wgE561aUdQMtGVZNE1q4t133DLix0405Xovq6+Pjv+EbEUZCw/85OeEw8XlShRLCEEsFuH++x/k7rs/PGrnrRQnnWP/tx7Gc92eukOVITWTzrpl1HW+jsRfbhkOoQkIGHS/vofEsjmYtTFwHHAKeOtu6Q2MPM8jnUoTjpQ/+PByacSh/Wi5jB/o6AYMFoAI/NtPvk8uhZbpAjOIrJ+MjNaWfTbJtR26OrpoaBpe0K4ZOo2LZ9O4eDauZZNvT5J57hmye3bjYiIEGAGdRFOYeMQiFBZowwy8BuTYEK2Bmnr/95eSQPderMRMZHCAXmz9yGazfPVr3wLpkqiJjzhZ3ipY5LK53rpFpmnieR4vvvgKa9acO+IAKRAIcGj/QXLZXEWeg8rAzrxFdEUZRGdnF/sPHCBUzNbvEgUCAQ4fOcKxY+O7N5SbLbD/3t/7gVGo8rttXDNCZ/0KEAIxzBwk8ANSLWiSfGMfTlsbaOBdeZv/Adsj2ZXEGWGj1SF5LqLlLbx928AugGmCYZy28WpYdB3MAEgPreUttEM7oYgSE4MOV0Lrkdah79jf8AIm0SkNTLr5BuZfMIuFa6ey4MIZzF01heZmiES10gMjKf0E+oUrTgSGQiA1k0ByP8JKD+swnufx7W//gHw+TzRa3O7RdDJ9WuNeTdMwTYONG1/DtkdeBsJxXFqOFvf3V4qngiNFOckzzzyPWemeXYMIhUI89vj4TcL0HJeDP3gMWbBHJTA6zjXCtDecRz40Cc0tILzhfQhp0sEwHFp35SisvRHitX1uP9bShlfG+lAil0bbvxXSXRAI+ctnZTmwQJoBsAto+7ciutt6K4qXKhwJsW/3/tIOohs456xDWFk/kLPSfvXsESyF9ktKKOSQcxefvrTYEyCZyf3gDR3gPv3M8xxtaSVSwgxNqiuF3k+5CL9mkWTrlu0jPqYZDLB/74Gix6QURwVHitLD8zxefe0NYrGxq3weiYTZunV7bw2v8ab96TewOlIVyzEalNBIJ+bR3ngu+VAjwrMRnoXm5nv+3UF4ds9/WwjPJh9qpKNpFZna+Rz+2QvIU771v7V7P8FweWYRRdcxxOGd/uxGpQJwXQfdRGs7iGjZV5YAyQyYRc8c9ZGoxzn37YhsN5qV6d1tVjQp/Tyj2Qth0vT+79Mzk2SkDg76t2jv6OT3v3+CmprhL8H153iuUX9M0+RYWzttI5wZNg2DZHeqpHEpI6dyjhSlR0dnF5ZlU8Gd+8PiOA7HjrUzZUppRUpHW76lk871W/38nTHk6SHSifmk43PR3TyGncK00wjpIYWGbcZwzDiuHuqdudB0sI5107lxB/VrTvQTazl8dMAaPyMhOo8iOo6CESxb27eBTwbSDCCyScSRPXhT5paUhySEIJfOIqUsOQ9P1jUjFixBbnu5Z0mxyL+tY/tLafOXDRwYHacZaFYGzerGC9b2e5dHHnmMUChY8u8nhri4oVCQnTv3+JsuhnkuSel/d2Xk1MyRovQ4fOjwafkCY+XAgUNjPYQR8RyXIw88g15NfaGEhmtEKISbSSfmkao5i3RiHoVwM64ROW1JR09EaHvsNeyuEzkqjuOW/oHZfcwPjMxA5QOjkxkm5NNlmUFyPa8ss5laoRsRjSLPvQxZPwnyWT/QGfZAXP8xoQhy5SVDB0a9JzYw0i39/h3y+QJbt+7obTlVilAkNGi9MiEE2VyOdHr4O52tgkVTc/lqNynDo4IjRemxY+eekvINyiUSibBz566xHsaItD/9Bk46h2aWmFw7ho7XQTr8k2d6l9e8EgtzinwG0XbQr0k0FgwTLdON6CpxWUyAO1ThzKFIiZE9htR6EtDPOge54iJkTYM/i5TPglXwazud9Bhsq+e2PIQjyMWrkcvWjqx8gRD+0qp9ej/MTZs2l/679YjXxofMUTNNg31vDT+Hy3U9ps+aVurQlBFSy2qK0qOtvYNgcOx7GQUCJp2d3WM9jGGzuzN0btiGWTPG65FloAVNCq3dJN/cR83yuXieV/xuKs/zZ22MUZ4xOoU0AmgdR3BjtcUvY0lKruAu3ALCtZD6Sa+xSBwWrkA6jp+knuxAdHf49aYANA1Z1wi1TRCrgUDxS5xSM9Czx3BOqX20des2YvHyPHdj8diQldQNw6B7BDlEAdNk0qSmUoemjJAKjhSlh+vYVbG2L4TA9cZPK5HOF7aOrKFrlTMSYTqe3Uxi2ZySVqNE+2H/Q34Mdz/6AwGpG2hH9+JNX1jxqtoD0fJdAydhGwbUNkJtIxWrSiw0NCfnz0ad9DdoaTlWVAXr/uiGTqI2Qao7hWEM/PFqWRae6w4ZeGfSGRYvW6T6q40BtaymKD00TR+wY/ZoE6Xu5Bklnu2SfHMfRrS4HlLVSGgadleaQkvXsKtCn8bKIZJtYx8YHadpYOX9MRVDUPzf4vgQ7Oywi3RWisDrU+bB8zzSmfJ2Opg2exrSlYO+l0gpyeXygx5HSon0PC5629qyjk8ZnvHxDqwooyAWjVbFFnrXdQmPQRHKYqS37ccrd5HEKqCFg7Q//QaaVtwsi9ZxtKTeXhVhBBCd/SclD0UgBp0JGdYxPGvMZq16eRLhnAhKHMcp+xeiYCjI1FlTsa1BEs2lHHJ2uLuzmyuvv4LoGJYWOZOp4EhResybP4dM5vSEzdGWyWSYN2/OWA9jWNqf24wRG/sk9nLTgybZvUcwiplNdB3IJgdvBTIWBH5j2/zwKkafTNNEv8UNh016PX3jTrCyFl0HO2ndfpTWHS10HerEzpW3uvdpw9C0PknZQoiKLKU3TW2irrEOqzDA7yN6/6df3V1Jzl2zgqXLF5d9bMrwqIVMRekxc+Z0xjRztoftuMydO3ushzGkwrFu7I40Zu0E/WYrocYRHCzkR9TXSiTbKzioEukGoqMFOS0+7IdIKYnGo6UFEdIDIbEyBQ5vOsiRzYdxLadnZ5d/XCH8JU0jaDBl2TSmLpuGWfZiogJx0m44wzAqEhwJIZh11iwM06D1cCtmwOxTHNKfiTs92LRtm0w6w4WXruXCS9dWRQ7kmUoFR4rSY1JT44DVbUeTrutMaq7+3SnZvUerIZasGD0aoi6fZnfBGnlwpFdJrtGpNA0KGb9e0DBntqyCxZyzZpd0Ws+V7HtxHwdePogQEIgGMQL9f/xIKTnw8lvsf2kvs9fOY/rKmX6j4LKQnPykFUKQiMfxpFf2QEQIwfQ506lrrGPfjn1YBQtN19B1HaFpvXWVpJTk8wWsfIGGpnre9d5baJqk6hqNNRUcKUqPQCDAjBnTaGtrIxAYmy39tu0wedIkImUoSFdpmT1H0CMTJxH7VELXiHsCfYit2X14HsK1kdWSiN0PISXCziP14c345bM5Zs2dWfT57GyeN3/4GPaR/QRj4SGDECEEwWgQKSX71u/m2M4Wlt20EjNUnr+pPOUL0NRpU9i9e2/Fmk1H41EWn7uYbDrLsSPHyKQy6JpGNpNF0zSisQhnLZzHqrXnqqCoiqjgSFFOcuUVb+Oeb32f+vqxCY5SqTQ333T9mJx7pKxjyXFd9HE4Qp6GPoLpMWHnq2bH40CkEJBLQ2h4wZFm6DRNnlTUuexsntfvfRjPdgnGw4xkqlEIQSgeJp/M8dqPN7LyD1ZjBEtMCpce0uj7xWP58iW8+eaWigVH4P8u0XiUaDxKKpVm9epzueH6qyt2PqV0Y7+GoChVZM6cWcTisTFpIyKlJBwOsWDB/FE/90h5lo2bHXwr8oTgScKaMfyAJ1/ebeEVoRuI3PCLEBq6Tk3dyBuySinZ+pOncS0HIxRACh2KqGJkhgJYOYvNv95UhsBT4J0SHC1cMJ9gIDBqQa3ruFx04fmjci6leCo4UpSTCCF4x43XjEmF6s7Obq6/7qqqyHsaitWWRI5RoUrX8+jOZDjW1U1LRxdH2zto7eyivTtJ3rLK+iEnTJ3GQIhcNje8++cyoFf5hLwQfkuOYfA8j3giXtRz8ugrO0kf7cAM+zMyUg/0bQ0yAoFwgO7DXbRsO1rU44+TQgOt7/UxDINVq1aSSo18F99I2bbNtOlTqaurrfi5lNJU+atYUUbf0iWLWHT2Wezdt59oNDIq58xmc8ydM4uVK5ePyvlKVWjtKmYSoCiW43CkrYNjXd2kMlkKto3reYDsU7JHINA0DV3XiISC1MdjTGmopzYeKzrZVg8HmRMIsbctCcNZhfKcsa/lMxzDDCDTyTTrrrt8xIf3HJe3nt5EMHHijyaNINjFz6yF4iH2PrOTSQuah2zR0f+gXDwz1u/1uezyS3hp46t+u5gK1qdKpdJ84I/eW7HjK+VT/V9RFWUM3HbbO5HS78peaa7r4jgOf/iHt4ybrbtu3kJUcIZLSkl3JsPGbTt47KXXeHPPPrpSKRAQDJhEQkEioRDR8Il/IuEgoaCJaehYts3+1mM8/+ZWHn/5dfYeacEu5lpqgpgZoH5S/fB6i1V5vtEJwxunYRgsWHLWiI/etvUtPNvp+3wWBlIzhn3uUwkhcCyH9r3FVfkW0sON9r8LNBIOc9tt76Srq3Izxt1dSS655EKmTGmu2DmU8lHBkaL0IxKJcNdd7yOVSpXccHMwnufR1Z3izg/eQSwWq9h5ys2zbCjb9uq+2ruTPPnqGzz7+mY6kmlCQT8YGkn7CiEEQdN/nBCwde9+Htv4Km/s3oszgusphABXcv7Fq8kkh7HsMk6C2+EkRueyOc5aPL+ovmNHNu4gGD991lWakaKX1sAvAXDo1eF3tD9xYomnB5DGwLsrlyw+m+XLlpJMDj8fa7hyuRwNjfW8/crLyn5spTJUcKQoA5g+bSofvuuPSCXT2BVokeE4Ll3dST5053uZPbv4rdJjwvXKHgg4rstrO3ezfvM2PM8lEgpilqGhrRCCcChAMGBy6Fg7T7z8Om0jmCGQUjJnwRwCoeDQ+UyaPj5mj4Zx7RzLZtWF54340FJK8t2ZfmcWpR7s6a9W3N9I0zVy3cPL/zqZ8Gyc2JQh7/eud72T2bNn0tVdvhmkbDZLOBTmj//4AyW3YFFGjwqOFGUQs2fP5O67PwxAdxm/USaTaVzX5U//5E7mz5tbtuOOFmGa4JUvCGjvTvLEy69zpL2TSChYsaT0YMBE0wQbtmzntZ27hzWLJDS/cN/SlYvJDtFeRoZifvuQaiYlGIOXqnAdl4ZJDdTW14748FY6N0i/PYEbrOmZPSru+eNaDnZukL5lpz3AwQ3WIgNDz8zqus4HP3A7y5ctpqO9s6Rdq1JKurq6qa+v56N/dte4qF2mnKCCI0UZwuTJzXz8b+5m1XkraG/vxLKK7/9k2zbt7Z2cs3wJn/j4nzNj+rQyjnT0aIERbG8fwp7DR3jhza1omiAUqHzxRE3zE7aPtHfy9Gtvkh/kekopEbo/y3LO6hW4jjv47x2OUvVlw10HGRk8UEin0px/SXHbzd3CEIGLZuCZ0ZKW19zhzuRKDzRtWLNGx+m6zgc+8Ie8//1/QC6XJ5lMjfi5ns3m6Orq5uqr1vHRP/2QCozGITXHpyjDYJom73zHdaw6byW/+e3veeutA2iaID6MnVBSStLpDI7jMmPmdN57+7uYOXPGKI28MoxExG9BUaLt+w+y6+Dhntyg0Q0qQgET23F49vXNXLR8CeHg6bMp0nYxenJnYvEoqy48j1fWv0Is0X9vMmmGqj6pXkiJDA/cWy2fyzN1+hTmLJhd3PE1MWR8KM0I0nMQrgViZN/RJQzvbywlwnOxauf5y50jtHjx2XziE3/BU089x0svvUw+bxGJhAgG+3+uWpZFJp3FMA0WL1rI299+OfX1dSM+r1IdVHCkKCMwbdoUPnzX+0ml0jz3/AY2b95KMpXGtR0c98TuHM+TGKaBoevE43HOX3MeF120lpqakRfTq0bB5jpEiV3ndx88wq4Dh4mEK1eZeCimYeC4Ls+9sZlLli8leMrMlZctEJl7YtZhzSWr2bFlJ7Zt95+orGl+naO+LbyqihQCafafmCylxLFtrrnlmqKDPDM6nErYAi+YQCt09wRIw38uaUJghIeYYZQeQnpYtXMH/F2HIxIOc+01V3LV2y9n2/advPnGFg4dOkIylfKb5gq/hEQsHmX6tGksWrSQZcsWV7TatjI6VHCkKEWIx2Ncc/UVXHP1FbiuS3t7B52dXRQKBaSEYDBAXV0tjY0NI9plNV6YtVFECcnSR9o62PrWfiJV8CFi6Dq24/DC5q1ccs5S9JPynaSA8LSG3v/WdZ0b3nUdP/zGjzBqE/0GEDJRj+hsgWrsr+Z5EIwM2HQ21Z3k8msvJxYfXmuR/hhBs7fw4+AEXrAGYaXRnFzPDNLQAZkZDaAP8twTro3UTaya2YPuThsJXddZsvhsliw+G/CDSNf1l1gNw6j62UJl5FRwpCgl0nWdSZOamDSp/xoqE5EQAjMRwT21ls0wFGyb13ftGZOltIGYhkEuX2DHgUMsmnViyVPoGmZD39m+hqYGVl20asDlNZloROtsGa0amSMiXAeveVa/txXyBaZMm8KSFYtLPk98eiPd+1owQkP1KBTIQBzXCKEXukG6gwZJds6icf4Afd48F6SHE27EjU6qaFkFIYTaeVZOUiKkg+ZZ6NLqk4/maSaeCIA+ul+kVEK2oihFCU1rxMuPYNcQ/jfu13buQQhRNYHRcaFggD2HjpDMnKjibERDaP3MUqy5ZDWxRBzb7uf31w0/p2eM2qsMSILUDX9H3ak3SYld4nLayaZfuAQnP4KNC5qJG27wK1iDHyT1s6PNtV1mnHdScCclwrURnoNnxrDr5uPGmsdRvakzm5AOpt1N0DpG0O7AdNMIz0Eg/X+kh+7mCTjdBPLHcLqOIJz8qJTLUMGRoihFicybglcY2c69I+0dtHV1EzCr81t3MGDy8rZduJ6HZ9kEJvWfUKvrOu/8wxux8gXcfipve/VTypKwXlauhaw9PXCQUpLs7Obqm64qaTntZNGmWqLNtbjWSIJngTQjuOEGf+u9HkAi/CBJujj5AolJUcJxEzwbpIfUTexoM4X6hTg1M/wWJUr1k15PUNSG5hVAaEih+82J+1RVF31uk56LaXcRtNv8XLUKUsGRoihFicxuHlFStut5vLF7X7+7wqqFrmnkrAL7jrbgZi1qVw3cOqO2vpZ3feBdZDNZPzn3ZMEwMtEAzshm1irG88AMImsa+/xYSkl3Z5IrbriC+QvnlfWUC955EXauUETJBwF6AC9YgxduwI004gTrsIgy713XYtfNxapfiNVwNnbtXLxIY1G70ZSxIVyLoN2O7uWRwhjRbkUhhB9ASQg6nRhOqmKzSCo4UhSlKHooQHT+VNxhLp8cbe/Acd2qW047VSgQYO+hI2iRAJHZg/fBampu5Ob33kQ6lT6tzYxsmFYdFbNlT67R5Ll9vpX7gVE3l1x5YVnyjE4Vrosz6/KVFLpL63YvJRRSBeZeu5ZAQyPSCINWnTOPyuA0t0DQ6fCXeEewQ/E0PUGS4WYxne6KvMZUcKQoStEaLlk67LyjXQcPj0qRx1IJIchn8jizmoYVyE2bOZV3feA2sukszsnFCTUNOXk2OFaxxaDLw7Hw6ieDeWLJ6fhS2uXXXsa5a8+t2KmnrV7ItAsWk+sceSFFAOlJCl1pZl6yjOZzyjuzpYwu4VoE7E4ketlywqTQ0b1CRQIkFRwpilK04KRazPoY8tRlpVOkslnSuXzF2oKUW8A02NvdMez7T57azHvu+gNs2yaXPdH7S4ZiyPppfoA0FhwHIgk/16iHbTsku7q5+uarWX7esooPYdal53DW9Wux0jnsXGHYj7OzBexcngXvvJDpFy6p4AiVipMeQafr9Jyichy6J0DSvHxZjzs+3qkURalaDRcvxUkN3gx096EjZWkiOxqk4xFqqKH9WCe5zPCbnDY0NfBHH30fk6c2093Z3duXS9ZNQtY1gz3KM0iOA6EI3uQ5vR9I6WQK09C5/cPvYeGSBaM2lEnL5nDen9xIYsYkCqkMhWQGr5+Edc9xKSQzFNJZauc0c96f3Ejjov5LDyjjh+kkkciK7SKUaJhO0t/lWCZq4VZRlJLEzp6B8dhrSMcdsDBkZzKNOR7qwkiQjkt0zmSyVoGOlnamzZ0+7IeHI2He+Z53sGPLTh771eNoukY4EkbWTwGhIToO+01fK5l3JUE4FjKawGv2AyPbdsimM6y68DzOv3TNmBQmDcTCLLr1EuxsnmOb99Gx6zC5jhRez24/3dAJN8SZdv4impbOHkaNJGU8EK51Ivm6YicRIAWmk8I2a8tyyHHwbqUoSjXTDJ0pt17Ege8+ill3eg0d1/Mo2PZprTmqkWfZhGc0oUeCmHgc3ntoRMER+DlLC5csYOacGTz80CPs33uAeE0cra4ZghFEyz5/91glZtI8F+F6eA1TkTVNSCCTTBGLx7j9w39I46TGIQ9RaWYkxNTVZzN19dljPRRlFJheBjkai1RCQ/cK2NIbcb++/qhlNUVRShae3kTNufNx0qcvQ6VzObyx3rE1DNL10EIBwjP9CszBUIiW/UeKPt7xWaSrb7oK6UmSXd1YRghv1mKIJsDK+0FSWQYvEbYFRgB35iKceAPdXSnyuTyrLjyPO/7kvVURGClnGOmheSNvLlwK3c2W5Thq5khRlLJounIlmR2HTlte60xmitqpNKokSNulZvlcv6s8fnf5TDKNlLLo8gPHZ5EWLD6LIwePsuHpDRzefxgt2kh902Q4sh9yWX9ZQDdG3qzWc/1ik2YAr2kGOSOClclT31DHJTdfzNwFcwbtQ6YolaR5FqOZaCfRMLw8LqfPYI+UCo4URSkLzTR6ltd+j1Eb6w0okplM1Sdjn7ycdjLbcrAtm0CJhSuFEEydMYWb33sTmXSGza+8yY7N2+iOTcY1LSJ2kkA+hUD6W5I1za/lc3KwJPETTo8nMgsNxwyTidYgzSCGZjJ3/mxWX7yK+sb6ksarKOWgedboLKkdJ45XVC89+VsFR4qilE14ehON61bQ9vjrvflHbpUXfvQsB7Mm2rucdjIBp1e/LlE0FuXCdRdw7c3r2LPrEIcPHGHf7v0cO9JKuqsLN5/FyyTR8nkEoAnwpB8beUYAEalFD0eJ1NRQ31TPyrmzmDJjCvWNdZhm9ed1KWcOTdqMfDq0NH5fNhdZYnijgiNFUcqq/oLFuNkCnRu2YdbGcKWHGOU3yOGSlosRCRFfMqt3Oa3P7ZQ/ODpO0zQamuqpqatl0fJFgB9Idnd209XeRaFgYds2tmVjGDpmIIAZMEnUJlQgpIwLAm9smgBLr+SYTAVHiqKUXeO6FUjXo+vlHehC82ucVBnPcjAiIRLLZyMGKE4pAE0fxWRSXae+sV4tiylKkaSUCErPdFK71RRFKTshBE1vP5eGi5dB3kZ61RUceQUbMxEhsXzOoM1zJaMbHCmKUhoh/IW1UqlXvaIoFSGEoOGSpcy+ajVWvoC0y1e9tljSk3g5i9CUeuJLZiOGCHzMgIE5DuozKUo1koxN4+WSmtr2UMGRoigVNfvi5dQsn4seC/lNasdoEskrOAggsXIe0XlT+80xOpn0JNFErKqTyRWlmrlaAKhMzt5ApNBUEUhFUapfor4GPWiSWDaH6IJpeLYzqrNI0j0+W1RH7aoFmPHIsB5XyBdonjmlwqNTlIlLagHEaH4ZktKfrSoDlZCtKEpFGaZBOBZBCEGouY5AXYzM7iNY7SlAogXMiuz29SwHPIkRCxFdMhNjmEHRcbZlMXXOtPIPTFHOEJ4we2oPVa7pbB/SxTHiZTmUCo4URam4pmmTOLTnIMFQEC1gEl800+/AfrSD/MF2PNtGmMaQOUBD8iSe5SB0jVBzHaHpjehFNjDVdJ365obSxqMoZzIhcPRwT0uPCheClRKhaXhacOj7DoMKjhRFqbhla89h35Y9BEMn3rg0Qyc8vYnQtEac7gy5A8dwMnmk4/ZWidYM3a+C2B8J0nHxHBehCYSmoYUCxGY3E2isKSnQcmyHximNhKPhoo+hKAo4esQPjio8eyTwsLVo2c6hgiNFUSqutqmOeH0C13ZP2xovhMCsjWHW+hW1PdvBzeSxuzPYXWm8guPnEki/TLTQBAiBMDQC9XHMuhh6NIQWNMuWPJ3P5Lj4xreV5ViKckYTOo4ex3BSUIZdZP2SEil0XD1atkOq4EhRlFFxzkUreeaXTxKvTQx6P8000I4HS7OaR2dwJ5FSEoqGmaySsRWlLFw9jO7lENIty06yPqTfLqRgNpZ1ZkrtVlMUZVTMXDAbM2BWXUHIU2VTGRatWqK28CtKuQiBZdadaAxbLj2BkWXUIEV553pUcKQoyqjQDZ21V19MOpka66EMyHEcwvEIi1YtGeuhKMrEIjQKZoO/JC7LUMpDSgQellGDp5c/N1AFR4qijJrZi+YwZfY08tn8WA+lX7l0jstvuRLdqPDOGkU5E/UESK4WQkin6OrZ/vIcFIy6igRGoIIjRVFGkRCCS268DM/zqm55LZPKsHjNUuonqe37ilIxQsM2aygYdSB6Ap3hLLVJCZ4D0sPRIxTMRqReXJmO4VDBkaIooyoUCXHR9ZeS6kr6O9CqgJUvEK+JsfKS88Z6KIpyRpB6kILZSMGoQ2qmH/xIF9HnH+dE8CQEIlKPHWryCz1WOCdQ7VZTFGXUzT57DunL1/DqUxuJ1Zanom2xbMtG6BpX3X69Wk5TlNEkBFIPYOmBniU2D82zAYmQEik0pDCQQscwdWLhKOQzjEa/NhUcKYoyJpauXY5tO7zx/GvEasamwauVtxCa4Pr3v0MVfFSUsSQEoOPp1fEFpahltWuuuYZvfOMbtLS0lHs8iqKcQVZeci6r1q0h1ZnEc0e3e3cuncUMGNz4wZuIJmKjem5FUapbUcHReeedxze+8Q3WrVvHXXfdxW9/+1ssyyr32BRFOQMsXr2Uq2+/Hsd2yKWzFT+f53mkOpPMWDCLG+68mXBsZA1pFUWZ+IQsMiOyUCjwyCOP8NBDD/HCCy8Qj8e57rrruOWWW1i2bFm5x1l1XNejoyMz1sOoCoahUVcXpbMzg+OM7rd/ZXDj6drYls2GR55nz5u7iCZip7UZKYdcOotuGLztpnVMnjV2FbDH03U506hrU53KdV3q66Pow3hvKTo4OllLSwsPP/wwv/rVr3jjjTeYP38+f/AHf8Att9xCJDIxv5Wp4OgE9WZSvcbjtTn61hFe+O0zpLrTBMNBAsHStutKKcmkMuiaxuzF81i1bk3JxyzVeLwuZwp1barTaAdHJX81KxQKvPjii6xfv57t27cTj8eZM2cOX/rSl7jyyivZsGFDqadQFOUMMnnWFG76yLu44QPvZNK0SWRSGVJdKRzbGfYxpCfJZ/OkuvxcplWXr+G2u9/DhddePOaBkaIo1a/omaP169fz85//nEceeYRsNsuaNWu47bbbuPrqqwkEAuTzee68805aW1t59NFHSxqk4zh85Stf4aGHHqKrq4vFixfziU98ghUrVgCwdetWPve5z/Hmm29SX1/PBz7wAd7//vf3Pt7zPL785S/zwAMPkEqlWL16Nf/3//5fZsyYUfSY1MzRCeqbVvWaCNemkMuzb9s+Du0+QFdbJ7l0Fs+TeK6LBI7vcRNCoOk6ZsAgmojRPHMKsxbOpmnapKrrkzYRrstEpa5NdRrtmaOitvK/7W1vo7W1lebmZt7//vdzyy23nBZohEIhLrzwQr7//e8Xc4o+vva1r/HAAw/wL//yL8yYMYNvfvOb3HXXXfzmN7/BNE0++MEPsm7dOj772c/y2muv8dnPfpZoNMqtt94KwFe/+lV++MMf8i//8i9MnjyZz3/+89x111388pe/JBBQ3yIVpZoFwyEWrjybhSvPBsCxHbrbuyjk8jiOi+d6GKaBYRrE6xJEYpGqC4YURRlfigqOVqxYwW233cbFF1886JvQLbfcwm233Vb04I579NFHueGGG7j44osB+D//5//wwAMP8Nprr7F3715M0+Qf/uEfMAyDefPm8dZbb/GNb3yDW2+9Fcuy+Pa3v83HP/5xLrvsMgD+8z//k0suuYRHHnmEG264oeTxKYoyegzToGFy41gPQ1GUCayonKPdu3fjOM6Q386mTp3K5MmTixrYyRoaGnjiiSc4ePAgruvyv//7vwQCAc4++2w2btzImjVrMIwTcd7atWvZt28fbW1tbNu2jUwmwwUXXNB7eyKRYPHixbz00kslj01RFGXCkRJcC2Fn0fJJtOwxjNRhjNQhjORB//9Th9Gyx9DySYSdBdcqupGoolSbomaOjhw5Qjg8etVk/+7v/o6//Mu/5IorrkDXdTRN40tf+hIzZ87k6NGjLFiwoM/9J02a1DvOo0ePAjBlypTT7nP8tmIZhmpNB/Su3w5nHVcZXeraVKequy6egyikEYUUws4iTm7hgAS0ngrGJ38hlj0NQyUCDSkABFIzkYEoMhBHBqOgja9GDFV3bRRg9K9LUc/aG2+8kXvvvZe5c+f2BiKVtGvXLuLxOF/5yldobm7mgQce4OMf/zg/+MEPyOfzp+UNBYNBwN9Jl8vlAPq9T3d3d9Fj0jRBXV206MdPRImEar9QrdS1qU5jeV2kncdLd+Cl28GxQHpIzYCQgRBm8ceVErwsIp+EggAjhBZrQIvVIcxQGX+DylKvmeo0WtelqOBo3759bNy4kbe97W3U1taeVstICFHyDrXjjhw5wt/8zd9w7733smrVKgCWLVvGrl27+NKXvkQoFDqtOnehUAAgEokQCvkvRsuyev/9+H1Kmf3yPEkyWflqvuOBrmskEmGSyRzuKLeAUAanrk11GrPrIj1EPomWaUG4BZDCn9kRAj/LwqN8TT17vuFbeUi/BbyFNAJ4sWZkMAGiOmdm1GumOpXruiQS4crtVpsyZQo33nhjMQ8dsddffx3btk+run3OOefw9NNPM3XqVFpbW/vcdvy/m5ubcRyn92czZ87sc5+FCxeWNDa1zbMv1/X6/E2klNhHOsht34/1VituMot0PdAEWjBAYHojofnTCM2bgjDH19T7eHPqtVGqw6hdF89Fz7ai5zoReD2dzk1/lUxS+Vwh0fP6dly0zreQ6LjhetxoE4jqaDR6KvWaqU6jdV2K+kT653/+53KPY0DHE7q3b9/O8uXLe3++Y8cOZs+ezTnnnMP999+P67roPd18169fz5w5c2hoaCAejxOLxdiwYUNvcJRMJtmyZQt33HHHqP0eE8XxsliDJeNL1yPz6i7Sz2/GTWbB1NHCQYSuIXoids9xyG3bT/a13YiAQXjpbBJvOwc9On6m3RWl6kkPPdeOnmkFJAgDOZbBiBBIEQAp0XNt6Ll2nOgkvHBD1c4kKWemkr6ut7e3Y1lW7wem53nkcjk2btzIe97znrIMcPny5Zx33nl86lOf4jOf+QyTJ0/u7ef2ox/9iOnTp3PPPffwd3/3d9x1111s2rSJe++9l89+9rOAn2t0xx138IUvfIH6+nqmTZvG5z//eSZPnsxVV11VljFOdE7BpvWNPRx+aTtO3kK6HpqhE5tcx4yLl1E360Temd3WTfsDT+F2pNESEfS6/rudCyEQ4SCE/fyw7Bt7yb6xl7rrzye8ZLaqU6MoJdIK3RipwwjP9XOJquk1JQQIE6TETLcgs2048Wl4wcRYj0xRgCIrZG/bto2Pf/zj7N69u/+DCsGWLVtKHtxx3d3dfPGLX+TJJ5+ku7ubBQsW8LGPfYw1a9YAsGnTJj73uc+xZcsWmpqauPPOO/vMCrmuy3/8x3/w4IMPks/neytkT58+vegxnQkVsqWUHHh+M4fWb0V6HoFYBKGdeIN1LRs7VyBSG+PCD19L145DtP3kGUQkhBYYedwtPYmbzBBZPJu6d16A0M7Mb5JSSlKpNK0tx+hs78SybUzDoK6+lubJk4gn4sMOHlW13+pU0eviORipg+iFFFIzqysoGoiUCM/GDdbgxKeBNnazW+o1U53GRePZO++8k507d/KhD32IJ554gkAgwOWXX87TTz/N008/zfe+973e5OmJaqIHR1JKdv3uJY69sZdgzeC78qTrord0UG97BKY2lDzr4yazhM6aRv2tl5xRM0htx9p59qnn2bt7H5Zt4zouuq4hNA0ppb90rPntMWbNnskll13EpOamQY+p3uirU6Wui1ZIYiQP9MzMlB5g2JZDZ0eKo0c6OLT/GNlsHulJhIBINMz0mU00T62nrj6OWY68QemABDsxExmMl368IqjXTHUaF8HReeedx9/+7d9y22238b//+7/88pe/5Ac/+AEAf/EXf4EQgv/6r/8a+ajHkYkeHB16cRv7nnyd0BCBEYCWtzBe2oaNoHnVAvQyvEm6XRkSl51D/KIlJR+r2h1rbePnP/0VbcfaCASDhMND513lc3nyhQKNjfW845YbaJ7cf0kN9UZfncp+XaREz7RiZFtLni2SUtLeluSVDds5uL8V1/UQAkLhIIZxIuByHJd8roCUoBs602c2ser8s6lvLHFprGcWyYk240aaRn3mS71mqtO46K1mWRazZ88GYPbs2Wzbtq33tltuuYXPfOYzxRxWqRKe43Lg+c0EE5Fh3FkiNu2BUACZt0kfbqdmVnPJY9BqIiSfep3wopkY9WPzDbLSXNfl2ade4PlnXiAai1JTWzPsx4bCIULhELlcgW9/43ucv3YVl667uE+leOUMIT2M7v3odgqpl9YrsqszxaO/2UhnR4pA0CQyyAYJw9CJxU+8Rxw51M5Pf/Qk9Y0Jrrx2FTW1/ecbDkn4hST1TCvCyeEkZqhkbWXUFfWMmzp1KgcOHAD84CidTnPw4EHAT4AupbiiMvY6dh3CK9jDWtISR9ohV0DoGnrAIH20gyImI08/rhCIcICOnz9X8rGqkW3Z/PB7P+aF5zZQU1uDaRZXdM80DWpra3jpxVf4/nd+dFrNL2WC8xwCHbvQ7AxSKz4wcl2Plzds54EfPEEuVyCeiBAMjuw5GQyaxBMRsuk8P/7+47z60g48r8hv+EKAbqJZKQKdu8FzizuOohSpqODoqquu4t///d95+OGHaW5uZu7cuXzxi19k+/btfPvb32bGjBnlHqcyig5t2IoZH0aBTCkR+1sh1POmLASe7VLoLs9yoxYwsY904HSmynK8amHbDj/83v/ScqSFmppEWfKqEok4HW0d/OA7P8K27DKMUql6ntMTONglteiwLYdf/vRZXn1pB7F4uOTcITNgEIuHeXnDdn714PPYtlP8wTQTPJtA5y7wSjiOooxQUcHR3XffzbnnnstPfvITAP72b/+W3//+99x0002sX7+eP//zPy/rIJXRZecsNH0YyZypHBTsvjkBAtxCGT+cTZ3UC+Xb+VgNfvOL39HaeoxorLztZyLRCB0dXfz8Z78u63GVKtQbGLklB0a/+MmzdHakiMXDZdsAIYQgFg/T3tbNrx58DscpYeZH6CBdNYOkjKqiXlXBYJD//u//xrb9D8FLLrmEX/7yl2zevJklS5b0qUStjD/Skwh9GEtqbd1wyv2EEMhip9L7oUdCFPaU1iC4muzZtZfNb2ylrr62IsePRiPs3LaTHdt2seDs+RU5hzLGpEegaw9It6Qt71JKfvuL9SS7M4QjwTIO8IRwOEhnR5pHfrWBa995QfHBV0+AZHbtwa6bp3KQlIor6Rl2cp7EzJkzufbaa1VgNAHohj68vKGuNJySACw9iR4ovmllf9xMDlnKN88qYVs2v3jw1yRqKlvoLlGT4FcP/aa3x6AygUjpb9V3rZK36m9+fS+tRzsrFhgdF4kEOXSgja2b3yrtQEJHcy2M1KHKtztRznjDnjlat27dsKP+cjaeVUZf09LZHHj+TYLxwZd9RMEG7ZSZI10MWRdpxFwPtzuD0TC+q+dufnMruXye2lBlP4w0TcO2bd547U3WXrS6oudSRpeePYZWSIFe2heQVDLL+mc3E42NTrueWDzMC0+9wazZzURjxTf8lpqBlu9GM8J4kcYyjlBR+hp2cLRmzZozqiDfmWzyyvkceH7z0HeUEr9zpc9zXEK1cTSj/NVtx/vMkZSSF57dQCIxOmUJYvEY6597ifMvnNjFWM8kwkpjZFr8OkYlevL3rxAIGqP2ni6EwDANnn7sNa595wWlHUwzMNNHsIwwMlDmL2KK0mPYwdG//Mu/VHIcShUxw0EazppOx+5DBKKDfMs75Y3Vsx1qZvVfjLAkAhhG0a5q1t7WQXdX94hqGZVC0zS6urs4eqSV+voi680oled5kO5C5NJg2/6OLN0Aw0RG4hCJ+/k1nouZPFCWdiDpVI6WIx19ahSNhmDQ5NDBdrKZ/KD1k4YkBFIzMJP7sRoWqvwjpSKKSsh+6aWXBrxNCEE0GmXGjBnEYupNebyaf90aXv/uI1ipLGZkgDcyXfPf3AEna1E3b+rA9y2JQC/lzbQKHDxwaNTPKTSN/W8dYPGSuaN+bmUAUiI6jiIO76RQ6Ebr7MKwHaTn+rM4QoCUSCkRug6ajgxF0II6NDRAXelfPja9sgttjPoWagLefH0vay5cVNqBhAaejZE6jJMovkemogykqODofe97X+907MmJuydP0Wqaxk033cQ//MM/oA9nW7hSVXTTYPkdV7L5x0+SPtJBIBY+bbnMi0eQRztAF0xePItAfQLPK3+ipBYJooUrm6dTabt37iEcKT7XohiRSIS9u/YBbxvV8yr9sC3EgR1oe99AFHKIYAgZi0AwDKbk1Lmgk/9b2Hm0rmPIw3sgEITp82DKDDBGvrwmpWTn9oMVT8IeSDgSZPuWt0oPjgA0Ez3fiRuqU8trStkVFRx97Wtf46/+6q+46aabuOGGG2hoaKCjo4OHH36Y+++/n0984hPous5//dd/MX36dP70T/+03ONWRoERCrD8jivp2tfCgWffIN3S6acZSYnQBEYsTKw2St3ZM4nVRsnlyl+dWdoO5qTash93tLW3dRRdBbtYpmnQ3t45qudUTuF5aDteQdv3pj8bFIr6S2WaGF6+j5ToVgrMEML0/1vu3Qp7t8H0uTB7AYxgFiibKeBYzoirX5eLEAKr4JDPWYTCpbU6AT9B20wdxKpfMOo92JSJrajg6Jvf/Ca33347n/rUp3p/NnfuXFatWkUkEuH3v/893//+9wH43ve+p4KjcUxoGnVzp1A3dwpWOkchmcVzXPSAQbgmRsuXfoZewTdaL5MnduH4bz7ruu6YbGhwVdG8ijk+az7gdU12oL/8KBSyEIqeNjs0HMLJ+/WMjm/bFwIR9Gcg5cHdcOwwLFkFseHt5Oxo68atwOzuSLiuS0d7kqnTy7DbTGjg2miFbrxQbenHU5QeRQVHmzdv5u677+73tvPPP5/vfOc7ACxcuJAjR44UPzqlqgRiYQKnbMONLJtD7s29UIZvgaeSnkSLhgiWoZHtWBNClKXn3IjPW9RHsnKqdDLNwT0HObhnP20t7eSzebyewFPTdEKREI3NDUyfO5Ppc6aROLodbfcmf9ksVOSSj5RodnrAekYiGAbXRW58GmafBbOGnj05fLAN0xzbNAfd0Dl6qL08wRGAZmCkj2AFa9TskVI2RQVHTU1NbNiwgQsvvPC02zZs2EBjo/+k7+zsJJEY37VplMHF37ac3Jt7kRX4NuomM9TfcvGEKCFhGAaWZY3q7yKlJBAorU/WmczzPA7uPcgrz75M29E2pCcJRUIYpkHolI0HUkqOHDjK3m17WSyPMD3s0DhnNomwXnR4KpycXy5jsOeMriPCEeT+nZDNwKIVg+7eymby6MbY7u4ydI1srowFSoVAuA5avhMvXF++4ypntKLeOd/znvfw7//+7+RyOa6++moaGhpoa2vj0Ucf5Qc/+AF//ud/ztGjR/na177G+eefX+4xK1VEj4Sov3EtmV+/CGVM8vSyBUJzpxA+e2JUXJ86fQrbtuwgHB69XXeWZTFz5rRRO99E0t7SziMPPkKqK0UkGiaWGHznrRAC0zRYEmynxi2QsXW6Nu8iGAwwd9E8IrERbpuXEs3ODnubughGkG1HYcsrsPi8AQMq15NjP5soBG6Z65ZJzcDItmKF6tTskVIWRQVHH/rQh8jlctxzzz29uUVSSuLxOH/+53/ORz7yER566CEsy+JjH/tYWQesVJ/Iktloh9tpe2kHooTqt8d5BQsRMKh/50UTYtYIYO78Obz28qZRDY6y2Rxz588ZtfNNBK7j8tLTL/HGhk2Eo2EStcMs2iklc/MHqHVTWMJEExAMBvA8j62vbqF5+mSmzpo6/C30nt0312gYRDCEbG+FHZtg4Tn93sc0dbwxbr0hPYlR7qU9IRCuhbCzaueaUhZFBUe7d+/m7rvv5kMf+hCvvfYaHR0dNDc3s2jRIqJR/4l54403ctNNN5VzrEqVEkIw5V2XkElmyWx5Cy0RLTqo8bIFRMBg0p3XoI3RduNKmDZ96qiXtNCExszZqgbMcNmWza9/+CvaW9qJDzco6lHvdNFkd1DQ+j5nNU0jGArSeqiVdHeKs5YtGNbzQLMzRRU3FMEQ8ugBqG+Cpqmn3V5bH8fednDMdqsBOI5LfQVaAUlNR88ew1HBkVIGRS0+33777Tz00EOEw2EuuOACrr/+elatWtUbGAGqttEZRmgaDbdeQuJtK/C6M3iWPaLHS0/idKYITG+k+cPXo49y9d5Ki8djTJk6Gdt2RuV8juMwqbmJ2rraUTnfeGfbNr/4/s/pau8imhjZh6vhOczNH6QgBt6UEAia5LJ5tr++HdcdYklJegjXhiKXv0QwDNs3gX16aY0pUxvGZGNAX5Km5rryH1bo6HYa1A5NpQyKCo5M06SurgJPbmVcE0IQv2gJzX/6DozaGG53BjeTH/TN2LMd3K40uB71t11K43vWTagZo5NdevlFZNLpUTlXOp3h4reV2MPqDCGl5Hf/+1uSncnTEq2H8WDm5ff7/z7EbKlpGhTyBXZt3jXoa0K4FlBCAHN8HNteO+2muvr4mFXHPk7TNWrrKtQ9QYJmZSpzbOWMUtSy2l/+5V/yb//2b6RSKc4++2wikdO/5U+devqUrnJmMOrjTPrgNTidKVIvbKGw9yheOufvaJPS/0IsBFo4SGBSLbELlxCc1Txh8osGMmvOTCY1N5FKZQgGy1/64DjLsmhoqGP+gnkVO8dEsvnlzRw9cHTES2kANU6SWid52nLaQEzTIN2d5tiRY8yc23+yvHByJfcLE2YA2dEKHa1Qf6LliBkwiMXDuK47JkGS63okElGMCjSnBn9pTct34IXULmmlNEUFR3//93+P67p84hOfGPA+W7duLXpQysRg1MWpu87frSgdF7c7g3Q90PxeaeO9JchICSG49Q9u5n++fA+BgFmRYFBKSS6b430ffM+YzxCMB6nuFOsffYFYTXEzGTOto1hiZPk7gVCAA7sPMHlqE6ctnUnpL6mVoZmqCASRe3f0CY4AVqyaz9OPbSKeGN12NuCXElh7cQWLugrNz9caqgSCogyhqODo//2//1fucSgTnDB0jAokYY43tXU1XHnVZTzyu8ep6y8fSEqCqQI1LSnCqTy67SKkv8jiBjRy8RDJ5jj5eKjfN/9kV5JLr7iE+gZV72U4nvzlEwRCgaIC1aBXIOzlsQbJNeqPwC+EuGvLbuYunt/3Rs+hpCW1k2k6ZLohl4HwiTyquWdN4/mn3izPOUZASokZMJg9b3JFzyOkRLh5pDH6wZ8ycRQVHN18883lHoeinDHOW3MuXV1JNm54mZramt6fRzoyTNrTjlFw8AyBp2t4JxXsE54k1pGhpjWFEzBondNApvHEjEd3d5IV5y3ngovWjOrvM16lulMcPdhCvMhZo2mFFrzi0jbRdZ1kV4pCvoAZOBFcCa+8/QmF0JD7d8PC5b0/M02Dxctn8+Zre4nGRq+0RCZTYOWq+ZXfrCNAWFkVHCklKSo4eumll4a8z+rVq4s5tKJMeEIIrrjqMgIBk2efeoGaWJRpezqItWWwQzpOaICXpRB4ho5n6CAlU7e3kGlNcWheI12ZDGsvXM3lb3/bhM/dKpfX179edLVoISX1TjeOKL4CuaYJWg62MH3ujBPHda2yLKn1CgT9/msLlvY57qq1Z7N7x2Ecx61Y/s/JHNslFguxYtWCip9LCh3NTuPRUPFzKRNXUa/s973vfaf1ijr1DVnlHCnKwIQQXHr5xcyZMZ1X/+EetEwBOxoa/u5tIbCDJkZbihnpPNf9/z/E7IUqAXu4PM9j1+adRKLFlYwIeQWE9IrdbQ+AGTBpb21n2pzpve+fwnMp6aD98TzIZSFyYoZM13WuumE1D/7oKeKJSEUDaikl2Wye2957Obo+CnlwQvMb9ipKCYoKjr73ve+d9rNsNsvGjRv5+c9/zpe+9KWSB6YoE52Ukshz21i9ZDEHj7Vy9HALjuMQCAYGTaaWnsSyLHRdp3nWNGZMaiLw7DbkWXMQKgl7WJJdSVzbgSJXXiJuDq3UeEIIPNejkC8QCof8JGLplXfmCPy6P+nuPsERQGNTLWsvXsr6Z98kUVOZwolSSlLJHBe9bXlFCj8ORPMclZStlKSo4GjNmv5zGi677DIikQhf+9rX+PrXv17SwBRlostu3I59qA2jNsbs+GxmzZ5Je3snRw8dIZvL4djOabOzhmEQjoSZM3cW9U0NvUGU3dJJ5oUtxC5aWpnBei5ath0t246QLlIzcWOTkKHacfkB1HakDdf1in58rZvEofTlKCkl2XTWD44ofjyD8bf1H4NJp5cOWH7uPGzb5uUN28s+gySlJNWdZc1Fi1lyzui2sZEcDzRVMWKlOGVv2b1q1Sq++c1vlvuwijKheLkC6cdfQTvpG7vQNBqbGmhs8nMlHMfBtiw8T6JpAtMMYJj9v2S1mijpp18nsnI+2kgLGQ5GSrTkIYzUUf/DRjcBgXBstLYdoBnYdXOQkfG1O+7g3oMESyglEfVyuEUmY59MN3SSnUnqm+r9mY5K0A1IdQ1483nnn00wFOCFp98kFApgBkr/WLAsBytvc+kV53D20tklH2+kBCA8B6mp4EgpTtnn4B9//PE+bUQURTld7vVdSE8O+k3dnyWKEI1FCUciAwZG4M8qCeHPRpWNlBidezGSh/2gyAj6Sz5CgKaBEQKhY7bvQMu0le+8o6C7owszUHx/MV16ZZkx03WdQq4nP0Z6lG0b/8mEgCFaliw9Zy7vumMdoXCAdDJXdIsRKSWpVJZINMi7379uTAKjnoGAHJ1WPcrEVNRXhPe///2n/czzPI4ePcqhQ4f48Ic/XPLAFGUiy27cjpYob/84EY+QfWUnsUv778g+UlquEy1zzA+CBjypAD2E0bEHKxj3A6hxwHVKqxAtpESWYwlK+O+d/jEr2BPMG3rJrrYuxq23X8bmTXt5feNOcjmLUDiAOUhQfpxtO+RzFpFokAsvWcaiZbPGuAipRLgOcuz66yrjXFHBUX/fKjRNY8GCBXzkIx/h1ltvLXlgijJReQUbL50vf3AkBF6+gJctlKU/nZ48BPowChwKAUKgp4/i1s4q+byjQWgaUg4+czdqY6mCMRynaRrLVsxj6TlzOXywjVdf2kFnRwqr4PQ2zBVC4HnSn0DUNYLBAPUNCc49fyGTp9RX1e+jKMUqKjj6/ve/j+d5PP3002zcuJFkMkl9fT3nn38+F1ygml0qymDc9m6/jUoFSMfFaesiMLO5tAM5eYSdG/5MkGaiZ9pwa2aOiwTtUChIJpXGMIrLrynLrBH+zsPe5dJK5RyBvww6AkIIps1oYtqMJgBy2QKdHSmy2TyO5WIEdCKREHUNccJV2QZIUJElSuWMUdQ7Q2dnJ3/8x3/Mm2++ia7r1NbW0tXVxde//nUuuugivvzlLxMKjV7lVUUZT7y81ZNfUn5SgpcrvcqycKyRfVgL4S/dSBdKKIw4WqbOmcahtw4RSxRXHdsVGppXet6RYzvEa3u2uFcqqJTSbyVSgnAkSLgMs5GjR1L2elHKGaWoReF//dd/5cCBA3z5y1/mjTfe4Nlnn2XTpk38+7//O6+//jpf+MIXyj1ORZlAKvemLZCIkgvwTHyTp09GDiMPZyBZLYxehq33Ukpi8eMbWCp03VwHEjVD329CEeWvF6WcUYr6ivfYY4/xqU99iiuuuKL3Z5qmcd1119HV1cV///d/8+lPf7psg1SUiUSLhRCVqhSsa2jR0mdtpREY2UyGlD072cbH1um6xjq0Enp8delx6p0u3BJrHQkhCEX9SpSyQh/m0ragflJFjl2tJEJt4x9PnAJaIYWW60ZYqRMbCIRAGiG8UC3EapDe6PXLKyo4EkLQ0NB/35o5c+ZgWeVtnqgoE4lRn4AKNd8Uuo7RVFv6gYwQ0gwjPGdY38ClZ+PFmsdFvhFAIBigflIDmWR60BIJA8nokZJXbjzXIxKPnGjEKrTSDjgQoUHszJo5EgKkVv3Lu2c06aFl2tG7DyLsPOCBMP0l4OPvI1IiChm0XBdaN9gdITSzHmKTK74ztqivKu94xzu45557KBQKfX7ueR7f//73ueGGG8oyOEWZiISho9fFy56ULT0PLRFBFPFh3x+nZjq4w/iiIyVCerixyWU572g575LzyGZyRT02rwXxSpzpsS2LqTOnnvhBpZaBdB3C5d0ZWe0kgAqOqpaWaSNwYCNG206/n6ARBCPsFyw99QuWpvXcHgLdQEseJXDoFYxjO/3WOBUy7GfP3/7t3/b+u+M4vPbaa1xxxRVcdtllNDY20t3dzXPPPcexY8d4z3veU5HBKspEEbtoKV0/exa9rriE4P54ySyJ69eW7XgyVIsXndRT62iAb2lSglPAaZgPxjC2/VeR6XOmE46EitrSL4Wg06ihzunGKSIBXUp/l1qiLnFS3rso/8SRXYCmqWde/o3QzrzfeTxwbYy2XWi5DtBDMMLdokII/33Gk4hsO4F8J3bjAmS4tuxDHfbINmzY0Oe/m5v9rcLPP/98n5/X1dXx8MMP88lPfrIMw1OUiSm4YAZaNIh0vbLkH0nPQwuahBfPLn1wxwmBUzcbzQj4VbKl7G0fgvT8RF/dwG5aWJE3p0rTNI21V1zAk798gnhtfMSPPxRsptHppJg6zFbB4uzl8/0N58cbpAqBFBqijDvQpefBzPnlO+B4ICVSU9Ufq45TwDyyyX/vMErPHRJ6AKSH2bIZp34OXmLq0A8agWEHR48//nhZT6woZzJh6NTcfCmdP3gEvW7kH8yn8roz1P3BurItqfUSAi8xDSs2GS3b0dN41ulpPDsZGUr0JHhISHUiOo+iHTsE2eSJnBwzhNc4FRqmIGubSt5WXk7zl8xn+6bttB091tP8dfjyWpCsFsLwnEGSqWXPsqML0kMgsW2XmniYuii4+U4/GBLiRM6RdMqT2O65EE1A+Axr5yRdpFn6a0opI6dA4PDrgIByBq5C8yv0t+/FgbIGSGpRVlHGSHBWM5FVC8m+shO9pvgPMK87Q/ic+QTnn951vWw0HS/WhBdr6vtzx0Yc2oW2ZxOikAUEBPzcAMAPkPIZ9D1vwK5XwQjgTZuPN3cZhMb+Q1sIwRXvvIIfffWHuK57Ijl6mA4EJrMwv48CpywpShfNc/CDI3qWywSe9H8096zpCKH3XUaTHgIPPAeE58dJ6EUvD8lCHhYsL+qx45mQHp4KjqqH52IeeQM/MKrAFyMhwPADJFsPIaPlaYKtFmUVZQzFr1pNeOkc3M7UiJt9SilxO1MEz55J4rrzKzTCgYm2wxhPPoC2dT1CaBCOQzh2IjA6TtMgFIFIAswg2sEdGE/+BLHnjYoVwxyJcDTMtX94HZlUtrfP2XB1GQm69TiG9AMh4dlobh7NtXvuIXoSTAVSSmzLZsHiWQP0KxNIcVJCqgQhHYRn+8U1R0DaFjRMOuO28AP+bKepihBXC6Njrx/wV3LGuCdAMtt2+sv9ZaCCI0UZQ0IIEjdcQOK6tch0Fi+bH9bjvFwBL5klftVqam66GDGaTT6lh/bGs+gv/Q50AxGOD38LvxAQjEAogrbjZfTnfgnW8H7nSpoyYwrX/eF1ZJKZ3h5iwyIEu0Iz0DwHzc73NI8Vp/09PCmxLJsFi2YRiw+yc+y07fz+vwvp9gRJwwjepL+Ux8IV46a0QtlI6W/hH05PQKXiRD6Jlm7184MqfjKBFGC07yzL4VRwpChjTAhBZOVZNH70ZoILZuClc7idKbxMHun5s0nSk3jZvP/zdI7g3Kk0ffQmoqvPHt1Gn9JDe/kxxOHd/kxQsUGZEIhwDJFPoz/3cyhkyzvOIkyfM513/tFNeI5LNj288QjpIp0c+4wGAqInMDqFZdlIz2PR0jkkaoaxO1HTOb0v2PEgyUHIwb8Zy3wWFp4DgfHU7qNMpIsXSIz1KJQeRtuuUQ1UhWaiZTsRVqb0Y8mRzuUrALiuR0dH6RdgIjAMjbq6KJ2dGRxn7JdJxjvPsrEOtGLtOYx9uB3puAhNw5zaSGDuFAIzm9GCw0tqLPe10V5/CnF0H6Kc+UJ2AWkEcC+5+fQluTFgWzbPPfIsO97YQSQaGbBIpObk0dwcxwOXudZR6tw0ds/Wfs/zsCyHxqZaZs2Z3KcitxBgGDqO457ewk66CCdPf4FWn7uJ0/ORZCEHk6b5wdGZNmsE4FnYtfORZvG7odT7WXkIK4N5+HW/PlEZaJogFDbJ52w8b5CwxXPwQgmcSWf3e3N9fRR9GDuEx/6dSFGUPrSASWjeNELzKphgXQTRsh/t+IxROZlByGfRtqzHW3ZxeY9dzHACJpfdcDlnr1jE+sfW03b0GJquEY6Ee2fpNDuL5hZ66un4j9sTmMz8wiEihRQFqRONhZi3YPpJvdOGaZg71YR0kBi9AZIs5Pwco4XLz8zASEoQOrJMH8ZKafSuA2NTiFMz0HKdPXlOxZ9fBUeKogzNttA3Pe0nXFeACEUQB3Ygp5+FrGuuyDlGavL0ydz0RzeR6k6xacPr7N+1n2wqiyykwbV687yklGiahqYJdoWnsaYxy8IEBEpp9qoZ/pv7oLNHojdAklYBGqfAohVnbvFD6eKG68/MwLDaSImW7y7vtv2R8Dy0XBdetLHoQ6jgSFGUIYl9m5Ge6+9Kq5RwFG3zC7gX31S5cxQhXhPnoqsu5qKrgNRRUkcP053MYRVsv3JBwKSmLk5dXRzd0P0ZjF2bYf/OnrIGI9+lIzXT72s3FM/zG3XOXICcu/jMDgykxA0X/2GolJFT8JvHjlWcrhlouW4VHCmKUkHSQ9+/FRkIYzsujusRMPRhrduPiKYjUp2Q6YZo9TVK1aw0AS9DcHIjjYO1kRMCzloKk6fDpvVQyEFwhDkwx9tfDJYSWsj7wdeKtejxOE6pnXDHM+khA5GeCu7KWNOsLDCG+VqagSikSjqECo4URRlU954dvPLCNnYdy+GeVAcoYOosnz+Fc+ZPJjzMBPEhGSba3s14Sy8sz/HKxXMxc8f8OkTDFa+FC94Ou7fCwd1+oBMMD3t2R+qB0xOzpQSr4P9s2izErPn+8p6U6G4eVx/+8ScS4TnYkZljPQylhyikoIieg+UbgEAMp2n2IFRwpChKvzrbu3jkoYdp27aZQC5JONJ39kNKycatB9m49SCzptRy1eqzCAZKfEsxg4iOI6Udo9ykxMy1+v8+0sBD0/1ZpNkL4PBe2L/bD24CAeRQM2/Hd6N5HrguODaYAZg1HzF5OsI8KSAVAoGH8BzkmTZ7Il08M4oMjH3FdaXHEOUmRkdpG/FVcDTOSCkpFAq4joum64RCwdGtc6OcEQ7vP8xD9z1EMBKiRvcgcvoOICEEsbBfw+RgSzf3PfIa775iee/PiiKE34ZEelWTWKzZGTQ7V1qZATMAsxbCzLOgsw2OvIXIpSCXBdfz+6D1VNLubTmiaf5CmQ7UNcDkaYia+oFf71KgU8CRxbccGY+EdLHj1bWzUxn/VHA0DtiWzeY3t/Day5vo6kpiWYXeoNg0TWpqa1h2zhKWrVhCKDTOtrGemlOhAr0x136snZ/d9xDRWBRN18C1h/ywDQdNCrbDjx/bxHuvWjH0DJLn+Y1qO46eKPcfCCEbpvqFJfPZiu2MGxEpMfNt5Wt9IDSon4RobMYMBXCyecikIJvx/86uB7rm585EohCOIawkYhjXwG8ADLpX8JfXzgSegxtIII0zsOBlFZOaSakzNyUr8bNEBUdVzHEcnn3qeTZueAXHdYjF4gSDAYLBvt/Mc7kcj//+KZ58/GmWn7OUdW+/DDNQvVPrQroYFNBwEX1eQAIpBQ4mLgEVKI0BKSW/vP9XhCNhPzAChpvnGzQNsgWbxzbu4roL+y/ABoBdQOzfDo4Dhnki8LALiIM7/FkWK18VwZFmZ/y+ZhXakiw0DRlNQHTg2lFeMIGebWNYF0IIf9ZNyon/+un5YuWoWaOqI4Pxse2bKCVSLy1gPnPmXseZ9rZ2vvnVb7PhhY1EY1FqamoG3B2kaRqJmjixWIxNr23ma1/6JkcOHx3lEQ9NSJeATBMkg45zvCHCSf+AwMOkQIgUhswPvltHKbtD+w+TSqYHrAo9lEjQZO/hTvLWADkHroN4a5v/OW+eEgALzS8IWcijv/JkVVx7o9A5tomlAELDC4zkw0YivNKSUccFafuB0VgUGlQGJQORsQ3OPQcvWFqxWhUcVaGWo61863++h207JBLxET02Fo8ihODee37AW/v2V2iEI6fLAkHSaHicHAyd7kSwZGARJI2ogs7tZ4oXn36RSOyUJZkR9k+TEjbvGSA472zpqX8yyDENA5Fs8+87hoRr+c1eq2AGRhphf6liGK8FIQW6dKoiuKwYz8EzY3jB6iv5oOD3UxtmpfeKkA5euLTnhgqOqkwqleZ73/4h4UgI0yxuKt8wDOLxOD/63o/paO8o8whHTpd5TI5vSR7JB41AIFWANEpy2RxHDx09/XkXDPsBzTBFwyav7ugnOJIS0dXmL6UNRtORoRja9peHfc5K0AtdVE3dIAFe6Pib/RBBj/CTuoV0Kz2qsSE9EAInMaMqAlelH0LgRer9PLoxOb+ODKngaMKQUvLQA79A13UMo7SpYr2nF9RP7n8IbwQfbOWmSRuTnrosRX3Q+I8JkJnY34SrQCqZRvbT0FFGEiN6kxNCULBtTutp7TpDB1nS85NrDROR7h72OStBc/PlS8QuB6Hhhmp7Zo+GeC1IMTGDI+kHfXbNHLWcVuWcmml+vt5oc22/MnaJr10VHFWR7dt2cvDAIcLh8uw4CwQCdLR38spLr5XleCMmJQFyAAgkArcnCdtFMIw3+F7+DJJBoWJDVfxdkacFNOAnDI/wG7qU4Lje6T8ciusgEw099x/RKctLegivCoML3cQLJIa5vFaF4y+R8Gzs+HSkeYbsxhvPzLBfe2q0X0fSxamZXvJhVHBURZ5+/FniI8wxGkqiJs4Lz73Y74deJQlcgqTQsTFw0HHQe4IjHRcdBwMbAwsduydYGvyIBpaaPaog0zT6D4IME0KxES2tCcA4dQOBPsDxj5PS/7YXq/GLHobG7gNQeDZjvhV5ANIM4ZmRwb+VC/8LxYR6vbg2TqQJL1Q71iNRhslpnA+ePWrPQ+laeLFmMEufYFDBUZXoaO+go70TvYgmlYMRQpBOpTl8aHSqDgscgmQIygwmdj870k7/RyB7giULweDfMnQ1e1QxkWgEbYDgRTZMOVGPaAhSSkxDP71YoaZBvG7g47guMl7v71orZPHOOnckwy8rzcmfUmaiukgzhjRCQyxbSKo1wBsx18YL1+NGm8d6JMoIyEAUt2YajMbuSemBpuPUzy7L4cZNcPTQQw9x3XXXsWzZMq6//np++9vf9t528OBBPvKRj3Duuedy8cUX88UvfhHX7fumcd9993HFFVewfPlybr/9drZs2TLav8Kg9r91sGKzO4ahs3vHnooc+zgpJbqXJ0Su50Pl+AfjcJZjTuQj+bNKA39rN6iGsvQTUywRo66x7rTXDoAMR5GxWr+FxRCyBZtFsyf1e5tsmOx/izz1uS794oeybjLYFkTjyObSp8aLJZwccix32wxFgBdIII3wgAGSZIIsrfUERk5sikrAHofc2hlIM4z0KpicLSW4BZyms8uWJzgugqOf//zn/N3f/R3vfe97+fWvf80NN9zAxz72MV599VVs2+ZDH/oQAPfffz9///d/z49+9CO+8pWv9D7+Zz/7Gf/2b//GX/7lX/Lggw8yffp0PvjBD9LRMfY7uY7bvXMPkWhllhHCkQj7KrmtX3q42S50aSHR8GeDvCK+s56YSTL6XWrzjzuhlgqqzPmXriGTyvZ7m5w0w5/9GeLv73mSlQun9n+jGUROn+/PHh2fQZISHBtv0iwoZMHQcS+8YUyToUVvyYkqJsALxE9aYut7XcR4f5lIiXAt3EiTCozGM6FhNy/1E+grsXtNSnDyOE0LkaHypaVUfXAkpeS//uu/eP/738973/teZs6cyZ/+6Z9y4YUX8uKLL/Lwww9z+PBh/u3f/o0FCxZw5ZVX8rGPfYzvfve7WJY/lfc///M/3HHHHbzjHe9g/vz5/NM//RPhcJgHHnhgjH+7E7o6u4veuj8UXdfIZvv/wCudxJQ9VYRPam/gJ2AX6/gskjNALtJ4f9evXrPmzyIYDPS/w1HX8ab1BDYDBEgF22FKQ3zw/mqROHLOEmSi3p+JKmSR8UYIhPEWrcZ9220QGtsmomK8BOACZCDmF7zrbxfbOPk1TiP9Jrp2zSzcWLMKjMY73cCeshxpBMApY2qE54JbwJ50tr9DrYyqPjjau3cvhw4d4sYbb+zz829961t85CMfYePGjSxZsoSamhM1DdauXUs6nWbr1q20t7ezb98+Lrjggt7bDcNg1apVvPTSS6P2ewxFSlnZBrIVeZOUBMkiJIiyN7o8ESCdPPhqzgOZCHRd55qbrybZlep/mTcYxpt+Vs+2/L5LNo7r4XmSa9YuGPpEZgCapiOnzsG58nacW+/Gfft7kPOW+7cpIyKNEG6ovue/xnlNsJ6O7lbd/JKrHCtVRDexp5yDG58ETq609iI9y2hSN7CnrURGG8o3zh7jIjgCyGazfOhDH+KCCy7gXe96F48//jgAR48eZfLkyX0eM2mSn+9w5MgRjh71i9FNmTLltPscv60aRCLhfnM9ykFKWXQ7iMH4CdRev9/qSpk3OuHkAOnk46pvkZU0Y+4Mrnrn2+nuTPY/gxSK4M1a5Lf6sP3ZWct2sWyXd61bRiwydE8jWcj6TUPX3oA8ayUEglU1OyCraCzDphu44YaeSto9y2zj6dfoWUbzzDhW/QJkGXYcKVVG03Ab5mFPXu6/xpz8iLb6SymRTgE8GycxHXvqORUr61D1VbTS6TQAn/rUp7j77rv5+Mc/zsMPP8xHP/pRvvOd75DP50kk+n67CAb9N+dCoUAu59fZCQQCp92nUChtes8wyhdbzpk3i8OHDpd9Kz9ALldg3llzyjpe4TmY0gZxYleSEOJEVwipMUDcNNIz+UscwkUKAykFhlHFibJV5ng/voH68g1k6cpF1NTG+M1PHyaTSxONR/sWJg0GYeZCCq2HKbQcpj5icNOV55BIRAY+qJTIXBqh6cgZ85GLzkcfqlr2GNF0A01WrnVIv6+Z8hwZInVIp4DId6HhIbVxECF5DmgCt24OBBNj+sFU7GtGGYFYDTK6CllIoXceQOS66V0h0MyTUjQkeC5SOgipAwaiaR5utBFN0ys6u1P1wdHxPJwPfehD3HzzzQAsWrSILVu28J3vfIdQKNSbW3Tc8aAnEokQCvnfPvq7TzhcfMSpaYK6uvLlRZyz8mzWP7+B8GC5GkXKZtKsPHdRWcfrZruQXqDPUmAweOLpJKWBtNyyfbjoUoJpoBkmsfDY5qOMR4nEyJ/rdXVns3TFAvbu3Mczj75Ay+FWwP/2pgmB0DTmrzmPi9f9GY1aHnf7a8hkJzgWeN6JxvBCA11HROPo56xCn7UQUeVLZ65Zh9dVQBiVHWcwWKngMIAMBvwZuWwXUugIvfre7qXrIKSHFmtGq59eVWMs5jWjjFQMpkxBei6ykEFmu/HSnT27Yv26ZyIUQ8Tq0UIxMAIERmlWt3qeiQNobvbrWixY0DePYf78+Tz55JOsWbOGHTt29LmttbW197HHl9NaW1uZN29en/scP3YxPE+STJYvyTkWr0XTDLLZQtlzjzwpaGyaTGdnpjwHlB4BL9cb3QshCAYNCgWnT56K8CSaLFOAJCWek8PSTWS+TL/HGUDXNRKJMMlkDvfUitXDVD+pmXfefhO5TI5sJovjuJgBk1g8SiDoBw8p4rDi7f4DCjnIpk40mA2EIBI/8TxI28AY9VwaJuGAUXCoVOUI/zVjUij0X5W8HKQncaKTId6AnjyEyKX8ZqDV0BLF85P6ZSiOG58GugnJAlRBHbNyvGaUYuig1UOi/vSbHNBzHomEKPm6JBLhYc0KVn1wtGTJEqLRKK+//jqrVq3q/fmOHTuYOXMmq1ev5qGHHiKdThOLxQBYv3490WiUs88+m0AgwJw5c9iwYUNvUrbjOGzcuJHbb7+9pLE5TnlfOCvOPYcNz79Y1qW1TCbL2YsWoOlG2cZrkvdTPnve1I8vC0gp8U7uzSX1nq335TirBDxsV4yoUrPic12v5OtvBoPUBPvmE/V7TD0I8VPyjtxxVpBQ6mgS6KfXXDkM+JopFymRQsNxJWDgxGchwgX0TAu6lQI8pDBHN89LSoTngBC4wQRuZJLfR08CZX4vLYdyvGaU8hut61L1wVEoFOKuu+7iK1/5Cs3NzSxfvpxf//rXPPfcc9x7772sWLGCL37xi/zVX/0VH//4xzl48CD/8R//wZ133tmbZ3TnnXfyuc99jlmzZrFs2TK+8Y1vkM/nue2228b4t+tr7UWreXXja7iuV5b1bs/zkNLj8isvLcPoTtBwGFamp9DxpN9HTZScGSpw0RFi8I/YQr6Abdl4UqLrGqFQCF3lKCkjJTSkpo+rfOa+PDy9b/6XNII4NTNxPBct34mRa+tpkwJSDNHapVhSIqTjv2Y1Ezs2xW//UQ2zV4oyiKoPjgA++tGPEg6H+c///E9aWlqYN28eX/rSlzj//PMBuOeee/jsZz/Lu9/9bmpqarj99tv56Ec/2vv4d7/73aRSKb74xS/S1dXF0qVL+c53vkN9fT/Td2MoGAxy0203ct93/5e6+tqSl9e6u5K889YbiMbKmaMjT6mAPTgPEx0LhvkYy7JIZzI4jgsITNMgHosgjBAIDYHbU2jS19nWyfY3t3Ng30GSXUkKucJJpxEITRCNhmma3MScBXOYu3Duacn5itIfTw+j2+nx+UEuPTxzgNe9puNFGrEijeBaaIUker4TzS0gkQgJUjP61C0byXmF5yCF/3XI04M4oSa8YBx09bpTxg8hR7sj6QThuh4dHZXJfXnumfU89dgz1NbVFB0gdXclOXf1Ct5+zbqy5jAJXEJk+wQomiYIhUzyebv/JQIpewOk/maQJJJ0OktXVze2baNpoqduksTQNNo6U+Qsj/nz5xCvrSfvBtizfS8vPvMine1d6IZGOBxGG2C2TUqJbTvkszkMw2D+ovmsuug8autry/NHqWKGoVFXF6WzM6OWCEZIuDaB9AG/sm+Z+a+ZAPm8Vf5ltZ639EJ85shmg6SHcAoIO4tmp/x/lx5Cuj2tSEAKOP5F5/h/CwRSaEihI40AnhlHBiJIPVhcgDXG1GumOpXrutTXRydGztGZ6KJL1mLoOo/9/kliseiIKme7rksqmWbtRau57IpLy57cLZAjzxwRAlcG0Pq0BPHH5UmP1tY2sj2Bi9lTj0nvSco40tZFJmvhuR4vv7KJ2tpaXnpuB+lkmmgiSqJ26PwsIQSBgEkg4P8dd2/fzbY3trFkxRIufvtFFatMroxvUjeRegDhlW/X5aiQLk6wbuRjFprfA8sM43FSUT0pQbp+vhDypElg0TPDpI+vv4+iDIMKjqrU+ReuZvbcWTz444fo7OwiHo/1rTNzCtd1SafSRKNR3nfne5g+Y1pFxnW8LUgxAZJHACndnpwlf3mu7VgbhUKBYNBE6wmIPE/SmczQmcz2fqsWmsAtOGx/fRs7d+1l4cKziv4dwpEw4UiYrZu2snfnXq699RqmTJ8y9AOVM44TrMPMtoAYT2+VAjdQxsrSQoAw/EBIUc4Q6tlexZonT+KP/+xD7Nm1l2eefJ62Y224nt94VdO0nsBBohsGtbU1vOPm61mw6KxBg6hSlboAIIWOiw5ScuTIEdqOtRMOhyDvULBs8pZNweq7f1p6ku62LlzbwTBNDh48zOTmZmpqS/sAiCViuI7LT+79KVfffBULlgyj7YVyRvGMiD8z0lu0qcpJF88Ij888KUWpIio4qnK6rnPWwvmctXA+lmXRdqydttZ2CoUCZsCkqamRxkkNvVXBK688OQRSwK49b6FrOqmsNfD9pKTrWCeu4xIMBjjW1kUwEGD3nn2ce+7yksehGzqJugS/e/BhpJQsXLqw5GMqE4gQ2OEGAtlWf0dXNZMSpMQOl7cBp6Kciar81a6cLBAIMHXaFKZOG7slIA+tLNVqOju7sSybcHiQb7gSkm3duI6LpmmEQiaHDreh6zrdXd1YBau3CGEphBDU1Nfw8EO/JxqPMn3W9JKPqUwcnhnDNXoSlMvb66O8pIMdbqpIArminGmq+JWuVKfyNH49eOAQgSESofPZHFbe6pOL1N6WBPwdbq2tx0oex3FCCOI1MX7304dPazWjKHZkkl/Colo390oXqYfxzPL3ZlSUM5EKjpQRc9EpNfuoUCig6wPPGnmuR7ozhX5Ss1zbcUim/PIJuq6Ty5e31YCu6ziOw1O/faqsx1UmAKFjRyaBrFA/kVL0LKdZkUnjIy9KUcYBFRwpI+YQoNTgaKhHpzqTPWUI/Df7SCTI9u0HTvniXv5v8ZFYhG1vbqflSGvZj62Mb54Z9bfIu1UUIPW05LAiU9RymqKUkQqOlBGT6D1FIIsPToKBAK7n9nub53rYeatPfocQgq1b9/X+t+u6hCqUhB6OhHnx6Q0VObYyvrnBOtxgwm+cOtZ66g9Z0clIU3WQV5RyUsGRUhSbIKUER9OmT8Wy+u/MnktnOTmvKaJrHH5lJzUdGSbnbBoKLqYHTZOaij7/YALBAAf2HiSXzVfk+Mo4JgROqAEnWOv3JRurHKSewMiOTB64TYiiKEVT87BKUTwMXAx0HGDkNVUa6uv8atintlyTkM/k0HSBkc4T291CqC1J244DnHNymwVDJ7avhfYZkyhEghXJtdjy2mbOu/C8sh9XGeeEwA3VI4WOmW8HtNFtk+G5IDSs6FSkEfr/2rvzKLnKOvH/7+e5t/aq3rdsnX0nSwcIYRVQUNlmkHHm54CODDgqjpyjcFC+OAPKwXHO4KBm1BEROf4cR9QwMAwqivJ1WMISgSAJSchOkk7S6fRa+733+f5RnaabdJJeqrqquj+vcwJJVfW9n+rqrvup5/k8n2f8zivEJCIjR2LUsgRz/bJH8elZKcX06dNIpQcXVbuui5d1qXxlN7XPbSXanWRnaztxrUjamqSt6cYjXFdDqDvBzI07mL55D8rN7x5I4UiYHVt35fWYYmLxApVkYjNy/Y88p/CjSMaA6+D6IqRjMyQxEqKAJDkSY6DIECaXH438wjBr5gxiseig6TUnlaHu5Z3423uwqyLsOdhOPJ58537HJRaLEgoF8WyLbNBPsDfJzD/tRDtD1zCNhrY03Z3deTuemJiM9pGJTsMJ1IBxC5MkGQNu7nckE5mCE24oyw1dhSgn8hsmxsSgyahczYMxIxu90VrTsnIZkUiYZDIFniH07Jv4Emn8FWH27D3I0aPH+hrllvJHohHq6moHHcf12dhph2lb9ub1wpRJp0nEE3k7npiglMINVpGONeP6K3M/g/lIkoyXq2tSkA3V5UaLpPBaiHEhyZEYO6WxItUYZaPwGEmhtm3bnH76CubNmw1tnfjbuvACNlu37uVoezeu55F1HJRSNNTXUV9fO+RxXJ9FqDtJuKM3T08qt6dbb19fJSFOSds4oVrSFTPJhuoxSueSJC87vGTJeLnHuQ54Dp4VIB2eSjrajBeolNEiIcaRFGSLvFBK46gQHhZ+0oDHcLtpa6WY2TyNyue3sc32sWvXQRzXxef347NtYhUx/P6Td9MGcPwWdfva2FuTny7BBoObx6k6MUkoheePkfHHwHPRXgblJLGcJHgOqm+E1bgqV1xtDAaNsQJ4VgjPDmIsvyRDQhSRJEcif5TCw0cKG42DTRaN258emXcvSxtweybukdrXSTxjqDvB6NCpGK0JxFPYqQxOcOx7roFCa+k4LMZAW3g6BHaI/jTbGGxbE6kK09uZwHFLdEsSISYxSY5EAeSSpAw+cqmPh8ZFv3N5wKDxsPDQgCa98y2M62LZFtlMFjWGpCTW3k3HtLHvTK7ITfsJkVdKgVK5JqdKUYhO70KIsZF3flFgCoOFi8XJJqhMTxzVN4XW292LbxjTaEPxtMJ3guaSI6UsTUV1RV6OJYQQonzIpLYoCaavT1FFVQWeN4aeRUqBl59P4uFwGJ9vdEmaEEKI8iXJkSgJOhIG1yMUCfVtODs6yjO4vrEPiDpZh5r66jEfRwghRPmR5EiUBLu5qa9Q1SYQDIyqqSSA9jziVdExx5PoTbBkxeIxH0cIIUT5keRIlASrrgpdW4lxPaY2TyWTzoz8IMbgBHykYmNrlGeMwR/0M3vB7DEdRwghRHmS5EiUjOC5KzC9cWrqarCskW9ma2cc2qfVjXkT2kQ8wdKVS0cVgxBCiPInyZEoGb75M1GxCMpxaZrWOKLRI+V6uLZFd33VmGIwxmA8w8qzVozpOEIMm/Egk4JUHJI9uf9nUrnbhRBFIUv5RclQtkXsrz9I94OP0dRUz5HD7Xieh9Ynz+GV62G5LrtXzMVYY8v3e7p6uOiyi4hEI2M6jhBDMiaXAMWPkt1xBH1gP3YynkuEBtbZ9fVCMoEIprIOUzcNU1ELodiYR0aFEKcmyZEoKboySuz6q+j9j18yb8Y0Nm3bQSAUHPrBxmBnHTzLYs/yOWRDgTGdO5VM0TSt6aSF2CaZxGzehNm6FbKZ3IUqEEStWIGaOw8lS//FUFwHdXAnetcbqFQvGoVbEcntsuM/wc83oDwX1bYPDuwArTHBCN7s5ZimWWDJ27cQhSK/XaLkWFUxKm68msBr22hOp2l9aw92JIjp65qtPIPleLg+i/bp9XQ21eDZY6sPymayaKX54DUfGLKVgDEG88J6zKY3AIWJhFGBXDJmXAee+V/M88+hzj0PvXDRmGIRE0gqjt6xEX1od25T2UAYglHQCuXzg5M5+Ya0SoHPn/sDKONhbX4etr6E1zQbb+6K3DGFEHklyVGZMZ5HqvUoXiqDDvgITqlFjXEqqRSpgJ/gWacxf/VSun/xJG8/tZ6Yz0ahcP023bWVJKoieZliyKQzeJ7H/3fDXw05nWaMwfzuKczuXRDNtQkYeFalNcRiufYD//dpvEwGvWz5mOMSZcwY1L6tWNteBmWddHRoRJSGUO5nUB/ciT6wA3fhmZjpC2S6TYg8kuSoTBjPo+OFN+l4cStuKo1xDUorrKCfipZ51J5/GnqMoyelSCnFGR/+AHpGI8899RyRikhe9zuL98QJhoL81d/+JbHK2JCPMZs2YXbuhIqh7x8Yq6mogOefw2tqQtc35C1OUUZScayN/xfd3Y4J5ieBH5I/lJta3vIiXut23OUXQlBq5YTIh4k35DABGc+jdd2zHPnDn1B+G19lFH9NDF9VFBXw0fniFvb/5Gk852S7l5W3VWta+Mu//TAKRW93fMzHc12Xro4uFi5dwHWfvvbEiZExmFdfwcSG11hSKYUJh+Gll8Yc44RmXFQ2ic70oFNduT+ZHpRT3qu0VOtO7GcfQSV6MKFo4UdzlMKEoqh4T+68B3cX9nxCTBIyclQGOje8Re9bB/BVDTHl47ikOnvp2LyH9k27Cc2bRqC+gsZzlhJqqBr/YAuocWojH/30dTz/9HreeGUTxnhEK6Ij2m4km8mSiCeJVUa55qMfYmrz1JM+3uzfD8kEqmL4G9Aqnw/T2opJJlAhqQcBwHjodDc61YF2M+C5gIcykPsPYFT/Ki1P2xgrhBuqxvgKOPqSR2rvFqwtL+amvcY7Xp8fbB/W63/AdTK5aTYhxKhJclTijDF0rH8Tu3LwRdbLOHS9tZ9MZy8Aym+TaT2Kf2YDvbsP0bXlbQJVUaZeegYVc5qKEXpB2D6bCy49n7MuWM3mjZt5Zf1rpJIpPNclGA7iD/gHJUue65FMJnEyDpZtMXXGFC675iyapjcNL6nauRPj9zPiS53jYA4dRs2aNdKvnFjcDHbiCDrdhTIuRtu5upm+lVYnKkVWxqCyvehMN2gbJ1SLF6wGXZpTx2rvFqytRUqM+oNQEIpibV6P63mYZlkYIMRoSXJU4jLt3TiJFL7Kd0aN3FSGo6/twABW4J2l457j4vYksSsjWEE/nuux86dPM+Oy1dSunFuE6AsnEAzQclYLK1evpLO9k7ZDbezZvofDB4/gOg4G0AqiFVEWLV/EjFnTqW2oJXiitgAnkk7BKDplG61Q6dSIv27CMB5270F0qiN30dY2hhF8H5XKFTJjgTH44ocgcYhsZEouSSqhkSTVuqN4I0bHBdOXIG15Edfnx0yZU9x4hChTkhyVOC+VHbTU18s6tG/cgdLq+OaIBnDfqddQlsZfHWXfL1/CjgSpnD9tnKIeP0opquuqqa6rZsHSAkwlBPzgjbwGRhkDgbH1XSpXKpPA1/N2bum6lYe+T0phLF+u+Li3FZPqJFsxIz/HHqt4N/Ybz41PfdFw9SVI9hvPkq2sh/DJFxIIIY4nyVGJs0L+QW+6vXsOY1yD9g/xKVwB71rWr5TCV5VLkCo++2e5ZecTVOpoNwee3UTXrlYwYIV8NK1eTO1ps7B8o/xRn9GM2rp15ImO1qjautGds1wZg5U4jJ1oy02f5Tt5UQosH8pNEzi6jUzFDExg+LVgeWc8rI2/x/gDpZMYHaMUxhfA2vg07porclOZQohhk9+YEueriWFHQxgvt+dXqq0Ty3/8hd4Yg7ItrNjxBcBKK5xEmt7dh8Yj5KI48sYu/nT/E3TuPIAV9GOF/BgP9vz2j2z+4a9xkulRHVc1zwS/P9fDaJiM40BdPSo2iT6x943qWIk2jOUv7MVYWxht4+vei051Fu48pwpj1yZUoqc0RrCGYvtQ8U707s3FjkSIsiMjRyVOKUXNeUs5/KsNOJks5gRTPCbj4J9Rj9JDf4K1oyEOPvsGsTlTChluUSTbutj1Py/irxq8ck1pRaAygpNM89Yv/pfFH71kxMdWloVashQ2vtbfAPKUXxOPo95z4Ts3GA+V6EL1tqF7jqAzib7VWvRNGfkxoQq8WANerA58eWoYOI6seF99keUfnxMqBdqHr2cfWaXxxnsEKdGNtePVXB+jUhaIYG1/Ba9xpkyvCTECkhyVgcqVc0nuPUzrEy8dVxxsjMGkHezqKIGZJ246qH0W6Y7eQodaFPue+RNWyH/C1WdWMEDvgXaS7d2Eakd+EVWrTsccOADtRyB8iqX5PT2oZcvRM5rByaDb92Af2Z3bJkJrsP25FVcDVl0p46F6j6C7WnPL2ENVuI0LMNHa0puuGYJOdmAn23MjRuNJKYz24eveS6Z6PsYevxov680XMb4SnE57N6UwPn+uQHvV+4odjRBlQ6bVyoBSiqarzia0cDoahZfO4qWyeOkMeIbA7EZCp8085dJ0407MJpE9ew5iB09+Yda2Rfsbu0Z1fGVZ6MuvQE2dBt09mPTgKTpjDCQSucRoZQtqzdnoI7vwb34K6/BbuUQoEM6NCA013dRXS4M/DL4QOpPAt/MFfG89A5nEqGIeN24WX28rRhdpakmp/im2k+5Rlk/pJKrjINglOp32brYf3XEQMpN49aQQIyQjR2VCKUVk4XQcS6M8D5N1UbaFDgeG3QRRjWJJeqkzJleLdSrKtnASmVGfR9k26gMfxBw9inn1j5g9e/s7OSvbRi1eglq+HOW3sHc8j052gS80ogaV/bQFgQgqm8a/5WmcKYvw6uaU3iiFMfh63sb0NW4sGqVRbgYr0YYbKfyWLfrtLaX3WpyCMaD3bcWbs6LYoQhRFiQ5KiPRWY10vLEbf9Xwal8G8rIugeqRf12pU0ph+X25gvSTXLDcdJZQfWX/v43n4fSmMJ6H0ho7EhzWBr6qpgb13ktyo0WO0zfqY6GUQqV68G3939xt/jx0xrZs0Bb2gTfxkj04M5aX1KojnepEZRPjV2d0EkbbWIk2vGBVYaf3PA+9b2tuX7NyEgih927Bm72spH6GhChVkhyVkaqFzex/8o+j+lqnN0nz5avzHFFpqG+ZR+v6zfgrTpyQaK2Izain9bev0LujFSeexLherjeUArTGFw0Smd1E3epF+E+RSCqlwDdgWiUdx/fWc/0JTd4oBYEIuvMANuDMWFEaoxbGYCfboFjTae/WN3plxQ/jVEwv3Gk6D6EyaUy4+AnhiCiFyqRQnW2Y6sZiRyNEyZPkqIxon0X1aTM5+qfd+KLD/+RqPIMdDhCdNTHfFBtPX0Dbq2/hZrJY/uMv1slDHVgGdv3wN2hLY0WC2OHjV4QZz9D1p910vLqDUFM1065aQ6BmGAXcnoNvx/pcsXyhtrfwh9Ad+9ChGF598budq2wS5WZzzRlLhbaxMt04xu3rrp1/6sgBjF2eb5vGslHt+yU5EmIYZHy1zDSdvwzLZ+NlnWE93hhDtrOXGZefNWEbQNohP0v+5lLsoJ9MZy9OKoObcch0J+jatg+nrYtIRQR/ZQQ7euI6IKUUdiSIvzJCtivB9vt/yeFnN52wfUL/+fdvBjcLusAXTX8Yu3VrSRRpW8nDmFL8eTIGneoq2OFVx0HwlWnnc18AdfRgsaMQoiyU4LubOBk7HGTexy4BzztlY0PjemQ6e5l+2VlUzDv57vPlzl8R4bQbL2Phde+jesE0otPr8NsWlVUx6hfPPOVqtnfTfhtfRYS2Z9/g7Ueey03BDUHFj6I79qLGozdR36o2364N47cyayjGw8omCjY6MxZG21jJ9gId3KCSPeVbs6N1Ln4hxCmV6W/55BaojrLgxsuITq8n25Mg250Y1MHZTWXIdPaibYu5H7mI2pWTY/NJpRSxaXXM/uBZhAN+rKxDqK5ydCvG+o7nr4zQu7OVff+9fsgu2fb+N8Aex6aNlo1K9aB6C5QADINy0iPqGD6ulEJ72cIkj5lUrgi/nGWzsqRfiGEoz8lzgS8SZPaHL8BJpGh/dQddW/fhZR2UrQk1NdJ4zlJCDVXFDrMout/aT+drO/BX56cjsC8WpnvL23Rt2kPVabPeuSMdR6V68rMybUQBBbAObcOJFWfvNpVNkKtkL1HGQ7lpTJ6TVpXsRRmvlJ/5KSnjoZK9GH/5dWEXYjxJclTm7HCQxnOX0nju0mKHUhLcZIb9j7+ArzK/2zr4KiMc+NXLRGc3YUdyFxb78PbC1xkNRVvoRCdkk+Ab/yXlOttbnOc9bArlJPOeHOW2fCnn1AjAvLN1jRDihGRaTUwo7S9vxThu3ovPj03NtT23qf823dOW2w6kGIyH7jlSlFMrN13SdTdGaXS2AEXrxi1qqVc+GAOcYoGBEEKSIzGBGM/j6CvbsUfQ5mAk7EiQzj/txnPc3Oo0d/Qdt8ceTCCXnBWBKvUEQan+7uX5Vf5vl0pRGn2yhChx5f/bLkSfZOtR3GR61AXYp6KUwk1nie89jEr1FugCPEzaQiULt2T95Eo9O6IwBdlaF+xna/yo4zavFkIcr5QLB4QYkfjuQ8PaAmQsLL9N786DVFbVFzdHUArlZot18iKdd7hMQUZHjD+U20cu38d1PUw8Ba4LngHdtyXNMLe0GdG5lMKMR9sJIcqcJEdiwujdcwg7XNgGfVYoQOLtw7CyuvjTE0UauTJKoYxX/Od/IsaAKsBbWzialw7oxvNwDnUSP9xBtqMHL5UF4+UGu/q2s8lNf2kI2OhoGD21Dquxeuy1dJYNoYm3x6IQ+SbJkZgw3HgaVeApA6UVXjpbIgXJxUlOjC+ESveUZBNIyC1X9/z5Xa2YO7DGBMIozx1VYmhSGZxdrbj728D18EUCuRHAYG4LlhMd0euO4x7pxLEsrOn12LOmoEbY1DQXgMH4Q6Wb1ApRQiQ5EmKkDLlVasWsOYLC7eN2Cp4vipXqxGDheQbP9TCeh9IabWm0LvbFV+EVqDGnqaxDte0D3/CTE+N5ODv24+48kJsy8/vQAV8ukXdOvaxeWRoVCmCMwd17GHfPQey507DmTB3ZSJKTwTTMHP7jhZjEJDkSE4b2WTgZB1XAi7MxBm1beMFYcUdOjIcZxx5HnusR7+ih82A7R7bvpXf3dlJJB2+IZeFaawJhP1UNFTQ011HVUEG0KowucD3YMUZp0IXZENfUTYPWHcNOjtyeBM6r2/CSGVTQP6aCbqUUBH25/RJ3HMBtbcfXsgA93NWZ2UwufiHEKUlyJCaM0PQ6OjfuxA4XruDUS2cJz6jPdcUu0sgNAE4Gt2p6QU/hOi6t2/ay44VNJDt78bzcCJEvGCBgDIGQ74RTNMYY2vYdZf/2gygU2taEYyHmtcxk2vwmLLtA3zvjYexAwaaOTO3UYTfAdA6247y2PVc3FMpfPyylFCrkxzgOmWdfx9cyH6ux5tRfaNmYmil5i0OIiUySIzFhRGc3cfSlrVDA5MhJponOmQJKYfxhlJspTv2RcTEF2j4k0dXLrpe38PYbO3AzDsGKMIF3j05kQuCkOFGljFIKn9/G53/nLcbJOrz2+8386ZmtzFg4hXktswhX5Hn0y3NwogUcHfEFMLVTUB2HTzp65Bw4QnbjdlQ4ULjWEpaFCWkyr2zDt3Ie9pST/DxkM5j6aSOaDhRiMpPkSEwY4en1KF9hf6S1bRGd3QiA2zAHe89rEBjnvdWMAcuPiVTn9bBdhzt448kX6TrUjrYs/OEg6gSJpmeHsbLJEdWEa637k6G9Ww6w+419VDZUsOLCxVTVV4z9CfStUjP+wq7GcueuxH7hf06YaLiHOwqeGB2jlIJwAOe17SjbxqqvGvqBTgZ3zsqCxiLERFIKS26EyAsr4CM2fypusjCdq910lkhzQ/+0nVfRlFsaPc57SphsCqduVt5GrFzHZfPTf+TZHz5BsjtOqCJKIBI6+YVdW5gxPPdgOEC4IkSqN8UffvYif3p2K647xgJ3z8EN1xR+NVa0GhOODrkNh0lnyL721rgkRsccS5Cyr72FSQ/R+8rzMOEYRKvGJR4hJgJJjsSE0nDBMtx0gZKjRIqGi1a8c4O2cGub+6aXxokxKAVebX5WHXUd7uAPDzzO7le2Eq6OYY1g5M3zxca8Ys+yLSIVIfb86W1+9/8/S2db9+gOZAwojRusHVM8w6IU3rzTIRV/VwiG7Gvbi9JJW6lcc6Tsxu2Ydyes6Tje/NPHNR4hyp0kR2JCCdRUUHfOErLd8VM/eASyvQmqT59PqHHwVJbbOB9j+cdvp/NsEqdpEdhja3bpuV7/aJHnuYRio+gLZPlyK+by0NIgGA1ijBn1KJLysmRj08atSN40NGNqp0DmncTYPXAEr6MH5S9OtYLy23hHu3Fb29+5MZvG1E7HNDQXJSYhypUkR2LCaTjvNPy1FTipdF6O56Yy+KJhmi5uOf5ObePMXAXZcRg9crOYYAVe3ewxHcbJOrz48FPsfmVbbrTIHv3F3PNFAZWXqcVjo0i7X9/L84/+ESc7zITTc3ADFZhAHuqWhksp3GUXACbXXNHzcLbsgTyuShuVkB9ny57c6FHfH/e084obkxBlqKySo127dtHS0sIjjzzSf9ubb77Jddddx8qVK7n44ov50Y9+NOhrPM/jW9/6Fueffz4rV67kE5/4BG+//fZ4hy7GkbI0s669GDsYwEmOLWlxk2m0bTHro+9F+4YelTCRGtyGeZBJjOlcJ+W5YDyys84YU01NNp1l/U9+Q+eho4RieSgkVwo3UJkbPcpT7VUoFqKrrZtnfvES2aFqaAYyHiirsCvUTsQfxF18DiR78Y50YrJu0TemVUpB1sE70gmpXtyl54K/sFvqCDERlU1ylM1mufXWW0kk3rkAdXR0cP3119Pc3My6dev4zGc+w7333su6dev6H/Od73yHn/zkJ9x999389Kc/xfM8brzxRjKZwtSliNJghwLM+filBOuryHTFj6/DOAVjDJmuOL6aGHNueD++UzTac5sW4tU0FyZB8lxws2TnngP+0S99d7IO63/yG+Id3QQjeVxCb/nyniAFIwESPUmeWfcyTsYZ+kF958tUzS5azynTNAuvaSbOlt3924AUnd+H8+ZuvMbZmEbpiC3EaJTNUv61a9cSjQ5eovuzn/0Mn8/HV77yFWzbZu7cuezZs4f777+fa665hkwmw4MPPsitt97KhRdeCMB9993H+eefz29+8xuuuOKKIjyT8uR2dJN+4XWcfW0Yz0MHfPhbFuFfMie3lUYJskJ+Zl33Xjo37uTgU6/gOR6+WPikHbSNZ8j2JlBa0/S+FmpOnz+80QClcKadhmXZWId3gC+Yn01KsynQNtkFF0Bg9PuFuY7LSw//jkRnD4F8JkbH2AE8KtHpLkDnZcVYIOQn2ZPi+cf+yLlXnzG4cWRfjVe2ei5YRfz5Uwp35iq87O/Q2qUUPm8q4+FlbdzZLUXafU+I8lf83+RhePnll3n44Yf52te+Nuj2DRs2sHr1auwBNRNr1qxh9+7dHDlyhC1bthCPxzn77LP776+oqGDJkiW8/PLL4xZ/OfOSKXp+8it6HvgvMlv2gOehAC+ZJvnk83St/U+SL28qdpgnpJSieuVcFtz850x5/+mgIduTINPZS6azl2xX/J2/dycAQ9N7W1h4859Te8aCkU2TKIU7ZTHZeedgMJBNjn4kxfMgHcdUTSG76KIxJUYAr/1yPV2HjhYmMepj7ABusIpcHU5+9p0LhP10t/fyylNv9J3EoNwsRvvIVM/LFcMXmXfkCKZ2KiYQBucEo1zjxcligmFM7RS8I+2nfrwQYkglP3LU3d3Nbbfdxpe+9CWmTBnc+v7gwYMsWLBg0G0NDQ0AtLa2cvDgQYDjvq6hoaH/vrGw7bLILUfNS6bp/dH/YNIZ7KrY4Du1BdUVGGNI/e4lOjVYq5cVJ9BhsO0ADWcuoOHMBbjpLOm2LlJHuvCyLsqnCdZWEqyvxBrNbufvVlmHOe29qNZt6CN7MV4W5Q8Nry+RkwHXwYSieHNaIFo3pl9Sy9K0bt9H65u7CVcWtjkiADqAsetQ6R6Uk8rtPzfG4YtQNMCBHYc4vOcwU5qrcWONmEg9donsLu/t348Oh1DVc+HgblS8G+wTb60C79yV+38enocxuY1lI5WoplnoVBp9YD/2/DljP/YkY/XtAWiN016AYnjG+3Up+eTorrvuoqWlhSuvvPK4+1KpFH7/4ItZIJArPkyn0ySTSYAhH9PV1TWmuLRWVFeP7dN8qWt79Pf4lUHXxE7+wHANPU//kfq50wjOLpONLZuqCn+O2jMx3iq89v14+7dhUvG+wuq+0SQ1YJWX1mD70fUzsKYvRoVP8T0fpmwqw+9+9jSVdZXjtvErAKEAxklj4p25/c7U6Hv/GM8jVhnitae30vx//pZobBxXpQ1DV9dRvMpY7vnNXoDXcQRz6O3cc7ZO/hZrWXmYenUdFB5q+hx0VS2gMEE/+mg7lRP8PaqQKvK9tY3Ii/F6XUo6OXr00UfZsGEDjz/++JD3B4PB4wqr0+nc8u1wOEwwmOtknMlk+v9+7DGh0Ni+wZ5n6O4u4OqkInO7euneshddGYXkyVcMKa3wV0Y4/D/PE7vusnGKsIzYtTDz7NxUUyaJSnaDkwbPgGVBIIoJxcDqK+hNA+n89Gl69b+fxXM9PMfDDHdpfN5o8FeDm0Vl4yg3C5i+ETR14gETA3CsuFth7AAmGCGdzPKHnz3LmR96z3g9gWFJtXej/AOKsUOVMD2cG0VKJoYcRVIqlxi5rjv6GnZj+qfRaJqVO0/qnd9V05vE68hvv6/JwLI0FRUhuruTY+/aLvImX69LRUVoWKNPJZ0crVu3jvb29v5i6mPuvPNOfvnLX9LU1MThw4cH3Xfs342NjTh98/+HDx+mubl50GMWLlw45vgcZ+L+4iSe24inde4CfgoaUAEfmX2HyXT0oEfTUHCysEIw1Mo3A+T55+nwrgO8vWkXtVNqSKWyeMN4LQtC+yBQBcZFudncZr1eFuUNWN2mAJPr8myUBiuI0X6M5eufjvSHLPa/uYepW9+mcW7pjFB6rovy3vVWqm2YMg962tFHD4Lr5Laa0cfelHPJUq4V0QhfF8/rP55XNx1iNbnDvev1NY47od+jCs11Pfn+laDxel1KOjm69957SaUG96m59NJLufnmm7nqqqt47LHH+OlPf4rruv3D0y+88AKzZ8+mtraWWCxGNBrlxRdf7E+Ouru72bx5M9ddd924P59y4uw7jB5p8a7n4R7tluSoBHiex8ZfridUUUKvhbIwtoWx+0ZxjaFvmOjYA/r+d+Lpt1BlhNd/uZ73fuZDaF0iNSEnym0UUFGLF6uBZC/q6EFUJpG7wx7hsn9jcgkRYAKhXMfrUPQUqwKLlAwLMQGUdHLU2Ng45O21tbU0NjZyzTXX8MADD3DHHXdw44038vrrr/PQQw/x5S9/GcjVGl133XXce++91NTUMG3aNP7lX/6FpqYmLr300vF8KuVniE01h8Ud76kbMZQjuw+SiSfx15RWfc4gSjHSYmStNclkgradrTTOK5HRo1PVUikF4RgmHMNkM6ieo5DqBc/JFeB75vjjDKxL0xbG54dYDSZWA75hLhrI08bEQkxGJZ0cnUptbS0PPPAA99xzD1dffTX19fXcdtttXH311f2Pufnmm3Echy996UukUinOPPNMfvCDH+DzlUjDthKlwsHcPlH2CApGlUIFpRtvKdj27EYCp2hcWa6C0RDbnttYOsmR348xZngF5z4/pqYJpRVW0E82nsBLJiGbRhk396FEa4yycp2t/cHcdNwIGWNQ/uK3ORCiXCkz4glvAbl5z6NHJ26xY2bbHhL/9TT63Uv4h6C1IhC0SXYliN30l6hSme6YpBJdvTz9vccIV0XRWhEM+opbc1QAia5eLvzEVUSG8fNZaNlf/wbTehA1gg9cudfFTyqVKcjrYjIZ1PRp+C59X96PPdHZtqa6OkJHR1xqjkpIvl6XmprIsAqy5SomhuSbOwMV9A+7WNTrjhNctVgSoxKw46XNWCfYB26isHw2O14ojeajekYzjHEPv7xLpdDNM4odhRBlS65kYkjK0oQuOQuvs+eUCZJJZ9CREMHVS8cpOnEiruOyf9Mu/OHgqR9cxgLhIAfe3I1b7I7UgG5qKHYIx1MK3VCCcQlRJiQ5EifkXzKX0KVrcglS+viNeo0xeN29YNs0/N3V6Hx0lxZj0nukCzfjFH13+PHgZl162jqLHQbUVEMoNPIl+QViPA9CYaiuKnYoQpQtSY7ESQVXLabib/8Ma2o9Xm8ct6sHr7Mbr6sXHIfg+S1UfeLPscdjawpxSh372/KyG0U5UFpxdF9bscNAKYXVshx6S6QGMZ7AWrViUiTIQhRKWa9WE+PDaqgh+hfvw0ul8Y52g+Oign50fTVKKdQE32OunLTtbp3wU2rH+MMB2nYfYM6Zi4sdCnrxItwXNhQ7jByt0YvG3uRWiMlMkiMxbDoYQE+tL3YY4iR62jqxfZPj19qybXqPjG2PxHxRgQB68QK8LVtRkeI13jTxOHrxIlnGL8QYyUd+ISYI13FIx5PFDmNcZRJpnMzJ9/4bL9Y5a8AfwBSpEapxXQgEc3EIIcZEkiMhJoje9u4J1ctoODzXo/dod7HDAED5fFgfuKR4tUe9cewPXIKyJ8fIoRCFJMmREBNENpXJrVSaRIwxZFPHr6QsFmtKE3rFMkxP77ie1/T0olcuRzcNveWSEGJkJDkSYoLwHPedPbkmCYPJPe8SYp17NnruHMw4jSCZnl70/LkynSZEHklyJMQE4WSL3xBxvCkU2XRp1Bwdo5TCet9F6HlzMN2nbqI6WsYYTFcPeuF8rIsvlKX7QuSRTE4LMUFoSzO5xo1y9DD2SRpvSmus916Eqq3FXf8iJhjI6woyk8lAKo117hr0imWSGAmRZ5IcCTFBWLbFpLtGGlOyrQtyzSFXoOfMxvnVbzBHj0I0Mqb9B43nQW8cVVuD/RdXoyoq8hixEOKY0nxXEUKMmLYtJl12pBTaKu1NdlVlBfZffghv6za8l1/BdHVjIiEYwXY7x0aKVCyGvugC9MIFssmzEAUkyZEQE0QoNrZRiXKkLU2osnhNF4dLaY21eBF60ULM4TZ45VVM51FMTxzjOODzgdWX3BoDrgtZB7QFfh+qsQHrrDNQdXUyhSbEOJDkSBSFMYbM223En38DtzsBWhOYN5XImQuxIqFih1eWQpUR7EnW40ZbVlkkR8copVCNDdhXfpCqqjAd+9vIHGzDHGiFZArjOLk+ReEQauoUdG0NhMOSEAkxzibXO+lE5Dno7kPoeBvKc0BpTCCGUzUdfKWZZGTbOjn68NN4XXFUOIj22xhjiL+wmfj6zYSWz6HyA6tRJVhoW8qUUgQrwrhZZ1JcTI0xhCrC6DIdLVNKoSIRrJkhmNlc7HCEEANIclSu3Cz2ke3o3iOAAcsPSoNxUZlD+LtbMf4ITv18TLB0ijazbZ0c+cEv0UE/VlW0/3alFFYsDEDy9Z24vUlq/lKWJ49UzbR6DmzZgz8UKHYoBeeks9TOkKaHQoj8K8+PXJOdk8b39h9R8XawA2AHc4kR5GoWLD/YQZSTxbfvVXRvW3Hj7WOMoePnf0AH/aiTrDCyKsKk39pHctPu8QtugqibNaWkOkYXUiaZpm72lGKHIYSYgCQ5Kjeug2/fayjjoaxTrHbRGuwg9sHNqGTnuIR3MtmDR3E6ek6aGB1jVUTo/d/XxyGqiaWysaZsp5lGSmlNVVNtscMQQkxAk+NdtCx4WGSxyKDJwgna+Vkde8FLgx7mjKhSYAewD28p+tYS8RffRA9z+bKyNE5nL05HT4GjmlhClRFClRG8Cb7Hmud5hGJhwgOmZoUQIl8kOSoyhYefBEHi+EjhJ42fFEHi2KQZlCQZD6unFaVHWE+iNCqbRqWKu3u529mLCviG/wXG4CXShQtoAlJKMe+c00j1JIodSkGlehLMO/s0qUkTQhSEJEdFpPAIkEDjkXspNKbv/wA2GXykOJYg6cRR8NzRNfqz/Fgde/IV+qgonw0jGNFQKFmxNgpTF83EmuBL+i3bZuqSWcUOQwgxQcmVp4h8JPv+NlSyowCNjYMmt6GoSnSAGmU3YG2hM8UdTQguasbrTQ378cpvYdWWzkq7cmHZNtOWzCIdH/73upykEymmLGou2W1DhBDlT5KjIlG4fSNGJx8FMih85FYfKTf7zqq00TDFrUMJLZsNwxwJcuMpgktmoeUCOCpzz1qK6zjFDqMg3IzDvDWnFTsMIcQEJslRkVgM98KlUHiAh7F8Y0twilyfof0+omuW4HbGT/o447ooDLHzl49TZBNPuCpK3awpZJITq2Yrk0xT29xIpDpW7FCEEBOYJEdFooYxajT48WCCleCNcjTAc/F84dF9bR5FL1hOuGUeztFuTHbwczHG4PYm8ZIZaq67BKui+PGWs5WXnY3nuBivuKsU88UYg+e4rLzi3GKHIoSY4CQ5KpJc4fXwL1oGhRetyy3hH82SfC+DWz1z5F+XZ0opKj64mpq/fh9WVRS3O4HTHcftjmNSGcKr5tNw05/hn1pX7FDLXiASYsVlZ5Po6i12KHmR7I5z2vvPIhgtzW1xhBAThxR0FImLDx+ZYaRHBg8LUKAUbkUjursVZY1gOb8xGCuACVWOPuA8UkoRnDuV4NypuIkUXiKN0gqrIoKyR1lwLoY0bcks2re/zYGdrdiB4fWYKkWZZJqa6Q1MXzq72KEIISYBGTkqEoPGxeLUo0cGh3d6A7nVM3OjR547zBMZcFI49fOLXnM0FCscxFdXiV1TIYlRASilWPMXF5b19Nqx6bSWK8+TvkZCiHEhyVERZQhhUBiGKrI2KDwcfHgDkiMsH9lpLbm/u9mTn8B4ucSoYREmItssTFbBaIhVf3Y+ia5eTJG7pI+UMYZEZw8rLj9HptOEEONGkqOiUqQJ42GTG0Hy+v8YFBmCOAwxfeYLkmk+HS9UCU4692fgRc/NgpPCaIvstBV4FbJz+WQ3ZcEMln3gLBKd5ZMg5RKjXk67ZDVTFxW/Xk4IMXlIzVHRKbKEyGL6+h6ZvtEkzUlXs1l+nCmngZtFd7VixdtyI0VKY4Ix3OpmjD8yXk9ClIGZK+aTTWbY8odXCVdFS3qK6lhitPD85cxatbDY4QghJhlJjkqG6iu8HiHLh1fTjFfTnP+QxIQzb81SbL/NG799uWQTpGOJ0ZKLT2fOmYuLHY4QYhKS5EiISWbWqoXYAT8bn3gefziA7R/BZsAF5mQcMokkKy47mxnL5hY7HCHEJCXJkRCT0PSls6meWseGR/5A/Gg3wYpwUUeRjDEku+NEqis4+68vIVoje+oJIYpHkiMhJqlIdYzzr7+MHS9uZtszG4s2ipQbLUqx4LxlzF1zGlrLOhEhRHFJciTEJKa1Zv7ZpzF10Uw2PPIHetq7CEZDWOPQc8p1XFK9CaI1lTJaJIQoKZIcCSH6R5EO7zzAW8+9TvfhTiyfRSAczPu50okUbsahoqGa0y45k4a502S0SAhRUiQ5EkIAuVGkpnnTaZo3nXhnD9vXb6J1y25cx8UfCmD57FHVJRljcLMO6UQa22czZVEz89acRqQ6VoBnIYQQYyfJkRDiOJGqGCs+uIal7zuDg9ve5tD2t+k+1EG6N4nruhhj8AcDaFujlEYphTEGYzw81yOTSqNQWJZFIBqkZkYDjfNm0LRgBrZP3naEEKVN3qWEECdk+2ymL53dv+Gr53rEO7rpbG2nfe8hsqk0bsbFdV0sy8LyW9gBP3XNjVROqSVSXTEu9UtCCJFPypTLXgIlxhiDV6YbeRaCZWlcd6g94kSxyWtTmuR1KV3y2pSmfLwuWqthlQdIciSEEEIIMYAsERFCCCGEGECSIyGEEEKIASQ5EkIIIYQYQJIjIYQQQogBJDkSQgghhBhAkiMhhBBCiAEkORJCCCGEGECSIyGEEEKIASQ5EkIIIYQYQJIjIYQQQogBJDkSQgghhBhAkiMhhBBCiAEkORJCCCGEGECSIzEmnZ2d/OM//iMXXHABq1at4iMf+QgbNmwodlhigF27dtHS0sIjjzxS7FBEn0cffZTLLruMZcuWcfnll/OrX/2q2CFNeo7j8M1vfpOLLrqIlpYWrr32Wl577bVihzXpfe973+OjH/3ooNvefPNNrrvuOlauXMnFF1/Mj370o7yfV5IjMSaf//znefXVV/nXf/1X1q1bx+LFi7nhhhvYuXNnsUMTQDab5dZbbyWRSBQ7FNHnscce44477uDaa6/liSee4Iorruj/PRLF893vfpef//zn3H333Tz66KPMnj2bG2+8kcOHDxc7tEnrP/7jP/jGN74x6LaOjg6uv/56mpubWbduHZ/5zGe49957WbduXV7PLcmRGLU9e/bw3HPPcdddd3HGGWcwe/Zs/uEf/oGGhgYef/zxYocngLVr1xKNRosdhuhjjOGb3/wmH/vYx7j22mtpbm7m05/+NOeccw4vvfRSscOb1J566imuuOIKzjvvPGbOnMkXv/hFenp6ZPSoCA4dOsSnPvUp7r33XmbNmjXovp/97Gf4fD6+8pWvMHfuXK655ho+/vGPc//99+c1BkmOxKhVV1dz//33s2zZsv7blFIopeju7i5iZALg5Zdf5uGHH+ZrX/tasUMRfXbt2sX+/fu58sorB93+gx/8gE9+8pNFikoA1NbW8vTTT7Nv3z5c1+Xhhx/G7/ezaNGiYoc26WzatAmfz8d///d/s2LFikH3bdiwgdWrV2Pbdv9ta9asYffu3Rw5ciRvMUhyJEatoqKC97znPfj9/v7bnnzySfbs2cP5559fxMhEd3c3t912G1/60peYMmVKscMRfXbt2gVAIpHghhtu4Oyzz+bDH/4wv//974scmbjjjjvw+Xy8973vZdmyZdx3331861vform5udihTToXX3wxa9euZcaMGcfdd/DgQZqamgbd1tDQAEBra2veYpDkSOTNK6+8wu23386ll17KhRdeWOxwJrW77rqLlpaW40YoRHH19vYC8IUvfIErrriCBx98kHPPPZebbrqJ9evXFzm6yW379u3EYjG+/e1v8/DDD/OhD32IW2+9lTfffLPYoYkBUqnUoA/kAIFAAIB0Op2389infogQp/bUU09x6623smrVKu69995ihzOpPfroo2zYsEHqvkqQz+cD4IYbbuDqq68GYPHixWzevJkf/vCHnH322cUMb9JqbW3llltu4aGHHuKMM84AYNmyZWzfvp21a9fyne98p8gRimOCwSCZTGbQbceSonA4nLfzyMiRGLMf//jHfPazn+Wiiy7i3//93/uzeFEc69ato729nQsvvJCWlhZaWloAuPPOO7nxxhuLHN3k1tjYCMCCBQsG3T5v3jz27dtXjJAEsHHjRrLZ7KD6SYAVK1awZ8+eIkUlhtLU1HTcCsJj/z72+5UPMnIkxuQnP/kJd999Nx/96Ee54447UEoVO6RJ79577yWVSg267dJLL+Xmm2/mqquuKlJUAmDp0qVEIhE2btzYP0IBsG3bNqltKaJjNSxbt25l+fLl/bdv27btuNVSorjOPPNMfvrTn+K6LpZlAfDCCy8we/Zsamtr83YeSY7EqO3atYuvfvWrXHLJJXzyk58ctFIgGAwSi8WKGN3kdaJPT7W1tXn9ZCVGLhgMcuONN/Ltb3+bxsZGli9fzhNPPMFzzz3HQw89VOzwJq3ly5dz+umn84UvfIE777yTpqYmHn30UdavX89//ud/Fjs8McA111zDAw88wB133MGNN97I66+/zkMPPcSXv/zlvJ5HkiMxak8++STZbJbf/va3/Pa3vx1039VXXy1LyIUYwk033UQoFOK+++7j0KFDzJ07l7Vr13LWWWcVO7RJS2vNd7/7Xb7xjW9w++2309XVxYIFC3jooYeOW0ouiqu2tpYHHniAe+65h6uvvpr6+npuu+22/hq+fFHGGJPXIwohhBBClDEpyBZCCCGEGECSIyGEEEKIASQ5EkIIIYQYQJIjIYQQQogBJDkSQgghhBhAkiMhhBBCiAEkORJCCCGEGECSIyGEGIG1a9eycOHCYochhCggSY6EEEIIIQaQ5EgIIYQQYgBJjoQQZePiiy/m3/7t3/jqV7/KWWedRUtLC7fccgvxeJz777+fCy64gNNPP53PfvazdHR0ALBw4ULWrl076Djvnhr74he/yN/8zd9w5513smrVKi677DJc1yWdTvNP//RPnHvuubS0tHD77beTTqePi2vDhg1cd911rFixgtWrV/OFL3yBo0eP9t//yCOPsGTJEn7+859z7rnnsnr1arZv316g75IQYqxk41khRFl58MEHOffcc7nvvvt44403+PrXv86mTZtoaGjg7rvvZt++fdxzzz3U1dVx5513Dvu4GzZsIBAI8O1vf5tEIoFlWXzuc5/jmWee4XOf+xwzZ87k4Ycf5vHHHx/0dS+//DLXX389a9as4Rvf+AZdXV1885vf5GMf+xi/+MUvCAaDALiuy4MPPsg999xDR0cHc+fOzev3RQiRP5IcCSHKSjQa5b777sO2bc455xz+67/+i0OHDvHzn/+cWCwGwDPPPMMrr7wyouM6jsNXvvIVmpqaAHjrrbd48sknueuuu/jIRz4CwPnnn8+VV145aNTn61//OrNnz+Z73/selmUBsGLFCi6//HLWrVvHtdde2//YT33qU1x44YVjefpCiHEg02pCiLKyfPlybPudz3V1dXXMnj27PzECqKqqoqenZ0THraqq6k+MIDeSBLmpvGO01rz//e/v/3cymWTjxo285z3vwRiD4zg4jsOMGTOYO3cuzz333KBzLF68eEQxCSGKQ0aOhBBlJRqNHndbOBwe83Ejkcigf3d1dQFQXV096Pb6+vr+v3d3d+N5Ht///vf5/ve/f9wxA4FA3uMUQhSeJEdCiAnPdd1B/04kEqf8mmNJ0ZEjR5g6dWr/7Z2dnf1/j0QiKKX4+Mc/zuWXX37cMUKh0CgjFkIUk0yrCSEmtGg0yqFDhwbdNpx6pDVr1gDw61//etDtTz/99KBjL1myhJ07d7Js2bL+P/Pnz2ft2rW8+OKLeXgGQojxJiNHQogJ7cILL+SJJ55gxYoVzJw5k0ceeYQ9e/ac8utmzpzJX/3VX3HffffhOA6LFy/mscceY+vWrYMe9/nPf56/+7u/45ZbbuGqq67qX5W2ceNGbrrppkI9LSFEAcnIkRBiQrv99tu56KKL+Od//mduvvlmwuEwt9xyy7C+9s477+QTn/gEP/7xj/n7v/97UqkUn/rUpwY95rzzzuMHP/gBBw8e5Oabb+a2227Dsix++MMfsnLlygI8IyFEoSljjCl2EEIIIYQQpUJGjoQQQgghBpDkSAghhBBiAEmOhBBCCCEGkORICCGEEGIASY6EEEIIIQaQ5EgIIYQQYgBJjoQQQgghBpDkSAghhBBiAEmOhBBCCCEGkORICCGEEGIASY6EEEIIIQaQ5EgIIYQQYoD/B7y58ixfK0s5AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "crime = pd.read_csv(\"./crimeRatesByState2005.csv\")\n",
    "crime2 = crime[crime.state != \"United States\"]\n",
    "crime2 = crime2[crime2.state != \"District of Columbia\"]\n",
    "s = list(crime2.population/10000)\n",
    "colors = np.random.rand(len(list(crime2.murder)))\n",
    "cm = plt.cm.get_cmap()\n",
    "plt.scatter(x=list(crime2.murder), y=list(crime2.burglary), s=s, c=colors, cmap=cm, linewidth=0.5, alpha=0.5)\n",
    "plt.xlabel(\"murder\")\n",
    "plt.ylabel(\"burglary\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2882ee830>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1750x1750 with 56 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(crime_Data,kind=\"reg\",diag_kind=\"kde\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'name': '结点1', 'symbolSize': 10, 'categories': 'A', 'category': 'A', 'value': 10}, {'name': '结点2', 'symbolSize': 20, 'categories': 'A', 'category': 'A', 'value': 20}, {'name': '结点3', 'symbolSize': 30, 'categories': 'A', 'category': 'A', 'value': 30}, {'name': '结点4', 'symbolSize': 40, 'categories': 'A', 'category': 'A', 'value': 40}, {'name': '结点5', 'symbolSize': 50, 'categories': 'B', 'category': 'B', 'value': 50}, {'name': '结点6', 'symbolSize': 40, 'categories': 'B', 'category': 'B', 'value': 40}, {'name': '结点7', 'symbolSize': 30, 'categories': 'B', 'category': 'B', 'value': 30}, {'name': '结点8', 'symbolSize': 20, 'categories': 'B', 'category': 'B', 'value': 20}]\n",
      "[{'source': '结点1', 'target': '结点1'}, {'source': '结点1', 'target': '结点2'}, {'source': '结点1', 'target': '结点3'}, {'source': '结点1', 'target': '结点4'}, {'source': '结点1', 'target': '结点5'}, {'source': '结点1', 'target': '结点6'}, {'source': '结点1', 'target': '结点7'}, {'source': '结点1', 'target': '结点8'}, {'source': '结点2', 'target': '结点1'}, {'source': '结点2', 'target': '结点2'}, {'source': '结点2', 'target': '结点3'}, {'source': '结点2', 'target': '结点4'}, {'source': '结点2', 'target': '结点5'}, {'source': '结点2', 'target': '结点6'}, {'source': '结点2', 'target': '结点7'}, {'source': '结点2', 'target': '结点8'}, {'source': '结点3', 'target': '结点1'}, {'source': '结点3', 'target': '结点2'}, {'source': '结点3', 'target': '结点3'}, {'source': '结点3', 'target': '结点4'}, {'source': '结点3', 'target': '结点5'}, {'source': '结点3', 'target': '结点6'}, {'source': '结点3', 'target': '结点7'}, {'source': '结点3', 'target': '结点8'}, {'source': '结点4', 'target': '结点1'}, {'source': '结点4', 'target': '结点2'}, {'source': '结点4', 'target': '结点3'}, {'source': '结点4', 'target': '结点4'}, {'source': '结点4', 'target': '结点5'}, {'source': '结点4', 'target': '结点6'}, {'source': '结点4', 'target': '结点7'}, {'source': '结点4', 'target': '结点8'}, {'source': '结点5', 'target': '结点1'}, {'source': '结点5', 'target': '结点2'}, {'source': '结点5', 'target': '结点3'}, {'source': '结点5', 'target': '结点4'}, {'source': '结点5', 'target': '结点5'}, {'source': '结点5', 'target': '结点6'}, {'source': '结点5', 'target': '结点7'}, {'source': '结点5', 'target': '结点8'}, {'source': '结点6', 'target': '结点1'}, {'source': '结点6', 'target': '结点2'}, {'source': '结点6', 'target': '结点3'}, {'source': '结点6', 'target': '结点4'}, {'source': '结点6', 'target': '结点5'}, {'source': '结点6', 'target': '结点6'}, {'source': '结点6', 'target': '结点7'}, {'source': '结点6', 'target': '结点8'}, {'source': '结点7', 'target': '结点1'}, {'source': '结点7', 'target': '结点2'}, {'source': '结点7', 'target': '结点3'}, {'source': '结点7', 'target': '结点4'}, {'source': '结点7', 'target': '结点5'}, {'source': '结点7', 'target': '结点6'}, {'source': '结点7', 'target': '结点7'}, {'source': '结点7', 'target': '结点8'}, {'source': '结点8', 'target': '结点1'}, {'source': '结点8', 'target': '结点2'}, {'source': '结点8', 'target': '结点3'}, {'source': '结点8', 'target': '结点4'}, {'source': '结点8', 'target': '结点5'}, {'source': '结点8', 'target': '结点6'}, {'source': '结点8', 'target': '结点7'}, {'source': '结点8', 'target': '结点8'}]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"695626a4b0034c429a457392ffa6eb36\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_695626a4b0034c429a457392ffa6eb36 = echarts.init(\n",
       "                    document.getElementById('695626a4b0034c429a457392ffa6eb36'), 'white', {renderer: 'canvas'});\n",
       "                var option_695626a4b0034c429a457392ffa6eb36 = {\n",
       "    \"backgroundColor\": \"#FFFFFF\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"graph\",\n",
       "            \"layout\": \"force\",\n",
       "            \"symbolSize\": 10,\n",
       "            \"circular\": {\n",
       "                \"rotateLabel\": false\n",
       "            },\n",
       "            \"force\": {\n",
       "                \"repulsion\": 8000,\n",
       "                \"gravity\": 0.2,\n",
       "                \"edgeLength\": 30,\n",
       "                \"friction\": 0.6,\n",
       "                \"layoutAnimation\": true\n",
       "            },\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"lineStyle\": {\n",
       "                \"show\": true,\n",
       "                \"width\": 1,\n",
       "                \"opacity\": 1,\n",
       "                \"curveness\": 0,\n",
       "                \"type\": \"solid\"\n",
       "            },\n",
       "            \"roam\": true,\n",
       "            \"draggable\": false,\n",
       "            \"focusNodeAdjacency\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u7ed3\\u70b91\",\n",
       "                    \"symbolSize\": 10,\n",
       "                    \"categories\": \"A\",\n",
       "                    \"category\": \"A\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ed3\\u70b92\",\n",
       "                    \"symbolSize\": 20,\n",
       "                    \"categories\": \"A\",\n",
       "                    \"category\": \"A\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ed3\\u70b93\",\n",
       "                    \"symbolSize\": 30,\n",
       "                    \"categories\": \"A\",\n",
       "                    \"category\": \"A\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ed3\\u70b94\",\n",
       "                    \"symbolSize\": 40,\n",
       "                    \"categories\": \"A\",\n",
       "                    \"category\": \"A\",\n",
       "                    \"value\": 40\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ed3\\u70b95\",\n",
       "                    \"symbolSize\": 50,\n",
       "                    \"categories\": \"B\",\n",
       "                    \"category\": \"B\",\n",
       "                    \"value\": 50\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ed3\\u70b96\",\n",
       "                    \"symbolSize\": 40,\n",
       "                    \"categories\": \"B\",\n",
       "                    \"category\": \"B\",\n",
       "                    \"value\": 40\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ed3\\u70b97\",\n",
       "                    \"symbolSize\": 30,\n",
       "                    \"categories\": \"B\",\n",
       "                    \"category\": \"B\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ed3\\u70b98\",\n",
       "                    \"symbolSize\": 20,\n",
       "                    \"categories\": \"B\",\n",
       "                    \"category\": \"B\",\n",
       "                    \"value\": 20\n",
       "                }\n",
       "            ],\n",
       "            \"categories\": [\n",
       "                {\n",
       "                    \"name\": \"A\"\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"A\"\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"A\"\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"A\"\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"B\"\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"B\"\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"B\"\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"B\"\n",
       "                }\n",
       "            ],\n",
       "            \"edgeLabel\": {\n",
       "                \"show\": false,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"edgeSymbol\": [\n",
       "                null,\n",
       "                null\n",
       "            ],\n",
       "            \"edgeSymbolSize\": 10,\n",
       "            \"links\": [\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b91\",\n",
       "                    \"target\": \"\\u7ed3\\u70b91\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b91\",\n",
       "                    \"target\": \"\\u7ed3\\u70b92\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b91\",\n",
       "                    \"target\": \"\\u7ed3\\u70b93\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b91\",\n",
       "                    \"target\": \"\\u7ed3\\u70b94\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b91\",\n",
       "                    \"target\": \"\\u7ed3\\u70b95\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b91\",\n",
       "                    \"target\": \"\\u7ed3\\u70b96\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b91\",\n",
       "                    \"target\": \"\\u7ed3\\u70b97\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b91\",\n",
       "                    \"target\": \"\\u7ed3\\u70b98\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b92\",\n",
       "                    \"target\": \"\\u7ed3\\u70b91\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b92\",\n",
       "                    \"target\": \"\\u7ed3\\u70b92\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b92\",\n",
       "                    \"target\": \"\\u7ed3\\u70b93\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b92\",\n",
       "                    \"target\": \"\\u7ed3\\u70b94\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b92\",\n",
       "                    \"target\": \"\\u7ed3\\u70b95\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b92\",\n",
       "                    \"target\": \"\\u7ed3\\u70b96\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b92\",\n",
       "                    \"target\": \"\\u7ed3\\u70b97\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b92\",\n",
       "                    \"target\": \"\\u7ed3\\u70b98\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b93\",\n",
       "                    \"target\": \"\\u7ed3\\u70b91\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b93\",\n",
       "                    \"target\": \"\\u7ed3\\u70b92\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b93\",\n",
       "                    \"target\": \"\\u7ed3\\u70b93\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b93\",\n",
       "                    \"target\": \"\\u7ed3\\u70b94\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b93\",\n",
       "                    \"target\": \"\\u7ed3\\u70b95\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b93\",\n",
       "                    \"target\": \"\\u7ed3\\u70b96\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b93\",\n",
       "                    \"target\": \"\\u7ed3\\u70b97\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b93\",\n",
       "                    \"target\": \"\\u7ed3\\u70b98\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b94\",\n",
       "                    \"target\": \"\\u7ed3\\u70b91\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b94\",\n",
       "                    \"target\": \"\\u7ed3\\u70b92\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b94\",\n",
       "                    \"target\": \"\\u7ed3\\u70b93\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b94\",\n",
       "                    \"target\": \"\\u7ed3\\u70b94\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b94\",\n",
       "                    \"target\": \"\\u7ed3\\u70b95\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b94\",\n",
       "                    \"target\": \"\\u7ed3\\u70b96\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b94\",\n",
       "                    \"target\": \"\\u7ed3\\u70b97\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b94\",\n",
       "                    \"target\": \"\\u7ed3\\u70b98\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b95\",\n",
       "                    \"target\": \"\\u7ed3\\u70b91\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b95\",\n",
       "                    \"target\": \"\\u7ed3\\u70b92\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b95\",\n",
       "                    \"target\": \"\\u7ed3\\u70b93\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b95\",\n",
       "                    \"target\": \"\\u7ed3\\u70b94\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b95\",\n",
       "                    \"target\": \"\\u7ed3\\u70b95\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b95\",\n",
       "                    \"target\": \"\\u7ed3\\u70b96\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b95\",\n",
       "                    \"target\": \"\\u7ed3\\u70b97\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b95\",\n",
       "                    \"target\": \"\\u7ed3\\u70b98\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b96\",\n",
       "                    \"target\": \"\\u7ed3\\u70b91\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b96\",\n",
       "                    \"target\": \"\\u7ed3\\u70b92\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b96\",\n",
       "                    \"target\": \"\\u7ed3\\u70b93\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b96\",\n",
       "                    \"target\": \"\\u7ed3\\u70b94\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b96\",\n",
       "                    \"target\": \"\\u7ed3\\u70b95\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b96\",\n",
       "                    \"target\": \"\\u7ed3\\u70b96\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b96\",\n",
       "                    \"target\": \"\\u7ed3\\u70b97\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b96\",\n",
       "                    \"target\": \"\\u7ed3\\u70b98\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b97\",\n",
       "                    \"target\": \"\\u7ed3\\u70b91\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b97\",\n",
       "                    \"target\": \"\\u7ed3\\u70b92\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b97\",\n",
       "                    \"target\": \"\\u7ed3\\u70b93\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b97\",\n",
       "                    \"target\": \"\\u7ed3\\u70b94\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b97\",\n",
       "                    \"target\": \"\\u7ed3\\u70b95\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b97\",\n",
       "                    \"target\": \"\\u7ed3\\u70b96\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b97\",\n",
       "                    \"target\": \"\\u7ed3\\u70b97\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b97\",\n",
       "                    \"target\": \"\\u7ed3\\u70b98\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b98\",\n",
       "                    \"target\": \"\\u7ed3\\u70b91\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b98\",\n",
       "                    \"target\": \"\\u7ed3\\u70b92\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b98\",\n",
       "                    \"target\": \"\\u7ed3\\u70b93\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b98\",\n",
       "                    \"target\": \"\\u7ed3\\u70b94\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b98\",\n",
       "                    \"target\": \"\\u7ed3\\u70b95\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b98\",\n",
       "                    \"target\": \"\\u7ed3\\u70b96\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b98\",\n",
       "                    \"target\": \"\\u7ed3\\u70b97\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"\\u7ed3\\u70b98\",\n",
       "                    \"target\": \"\\u7ed3\\u70b98\"\n",
       "                }\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"A\",\n",
       "                \"A\",\n",
       "                \"A\",\n",
       "                \"A\",\n",
       "                \"B\",\n",
       "                \"B\",\n",
       "                \"B\",\n",
       "                \"B\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Graph-\\u57fa\\u672c\\u793a\\u4f8b\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_695626a4b0034c429a457392ffa6eb36.setOption(option_695626a4b0034c429a457392ffa6eb36);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x285a67880>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Graph\n",
    "\n",
    "nodes = [\n",
    "    {\"name\": \"结点1\", \"symbolSize\": 10,\"categories\":\"A\",\"category\": \"A\",\"value\": 10},\n",
    "    {\"name\": \"结点2\", \"symbolSize\": 20,\"categories\":\"A\",\"category\": \"A\",\"value\": 20},\n",
    "    {\"name\": \"结点3\", \"symbolSize\": 30,\"categories\":\"A\",\"category\": \"A\",\"value\": 30},\n",
    "    {\"name\": \"结点4\", \"symbolSize\": 40,\"categories\":\"A\",\"category\": \"A\",\"value\": 40},\n",
    "    {\"name\": \"结点5\", \"symbolSize\": 50,\"categories\":\"B\",\"category\": \"B\",\"value\": 50},\n",
    "    {\"name\": \"结点6\", \"symbolSize\": 40,\"categories\":\"B\",\"category\": \"B\",\"value\": 40},\n",
    "    {\"name\": \"结点7\", \"symbolSize\": 30,\"categories\":\"B\",\"category\": \"B\",\"value\": 30},\n",
    "    {\"name\": \"结点8\", \"symbolSize\": 20,\"categories\":\"B\",\"category\": \"B\",\"value\": 20},\n",
    "]\n",
    "links = []\n",
    "for i in nodes:\n",
    "    for j in nodes:\n",
    "        links.append({\"source\": i.get(\"name\"), \"target\": j.get(\"name\")})\\\n",
    "\n",
    "categories = []\n",
    "for n in nodes:\n",
    "    categories.append({\"name\":n.get(\"categories\")})\n",
    "print(nodes)\n",
    "print(links)\n",
    "G= Graph(init_opts=opts.InitOpts(bg_color=\"#FFFFFF\"))\n",
    "G.add(\"\", nodes, links,categories, repulsion=8000)\n",
    "G.set_global_opts(title_opts=opts.TitleOpts(title=\"Graph-基本示例\"))\n",
    "\n",
    "G.render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"031c164c488b455b8a98701c1456c576\" style=\"width:1000px; height:600px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_031c164c488b455b8a98701c1456c576 = echarts.init(\n",
       "                    document.getElementById('031c164c488b455b8a98701c1456c576'), 'white', {renderer: 'canvas'});\n",
       "                var option_031c164c488b455b8a98701c1456c576 = {\n",
       "    \"backgroundColor\": \"#FFFFFF\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"graph\",\n",
       "            \"layout\": \"circular\",\n",
       "            \"symbolSize\": 10,\n",
       "            \"circular\": {\n",
       "                \"rotateLabel\": true\n",
       "            },\n",
       "            \"force\": {\n",
       "                \"repulsion\": 50,\n",
       "                \"gravity\": 0.2,\n",
       "                \"edgeLength\": 30,\n",
       "                \"friction\": 0.6,\n",
       "                \"layoutAnimation\": true\n",
       "            },\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"right\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"lineStyle\": {\n",
       "                \"show\": true,\n",
       "                \"width\": 1,\n",
       "                \"opacity\": 1,\n",
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       "                    \"target\": \"58\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"76\",\n",
       "                    \"target\": \"62\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"76\",\n",
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       "                },\n",
       "                {\n",
       "                    \"source\": \"76\",\n",
       "                    \"target\": \"64\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"76\",\n",
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       "                {\n",
       "                    \"source\": \"76\",\n",
       "                    \"target\": \"66\"\n",
       "                }\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"A\",\n",
       "                \"B\",\n",
       "                \"C\",\n",
       "                \"D\",\n",
       "                \"E\",\n",
       "                \"F\",\n",
       "                \"G\",\n",
       "                \"H\",\n",
       "                \"I\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"left\": \"2%\",\n",
       "            \"top\": \"20%\",\n",
       "            \"orient\": \"vertical\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Graph-Les Miserables\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_031c164c488b455b8a98701c1456c576.setOption(option_031c164c488b455b8a98701c1456c576);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x28be05cf0>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Graph\n",
    "\n",
    "\n",
    "with open(\"les-miserables.json\", \"r\", encoding=\"utf-8\") as f:\n",
    "    j = json.load(f)\n",
    "    nodes = j[\"nodes\"]\n",
    "    links = j[\"links\"]\n",
    "    categories = j[\"categories\"]\n",
    "\n",
    "G = Graph(init_opts=opts.InitOpts(width=\"1000px\", height=\"600px\",bg_color=\"#FFFFFF\"))\n",
    "G.add(\n",
    "        \"\",\n",
    "        nodes=nodes,\n",
    "        links=links,\n",
    "        categories=categories,\n",
    "        layout=\"circular\",\n",
    "        is_rotate_label=True,\n",
    "        linestyle_opts=opts.LineStyleOpts(color=\"source\", curve=0.3),\n",
    "        label_opts=opts.LabelOpts(position=\"right\"),\n",
    "    )\n",
    "G.set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Graph-Les Miserables\"),\n",
    "        legend_opts=opts.LegendOpts(orient=\"vertical\", pos_left=\"2%\", pos_top=\"20%\"),\n",
    "    )\n",
    "G.render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'name': 'A'}, {'name': 'B'}, {'name': 'C'}, {'name': 'D'}, {'name': 'E'}, {'name': 'F'}, {'name': 'G'}, {'name': 'H'}, {'name': 'I'}]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"f25e6a039b664f4289639c6f310e3538\" style=\"width:1000px; height:600px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_f25e6a039b664f4289639c6f310e3538 = echarts.init(\n",
       "                    document.getElementById('f25e6a039b664f4289639c6f310e3538'), 'white', {renderer: 'canvas'});\n",
       "                var option_f25e6a039b664f4289639c6f310e3538 = {\n",
       "    \"backgroundColor\": \"#FFFFFF\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"graph\",\n",
       "            \"layout\": \"none\",\n",
       "            \"symbolSize\": 10,\n",
       "            \"circular\": {\n",
       "                \"rotateLabel\": true\n",
       "            },\n",
       "            \"force\": {\n",
       "                \"repulsion\": 50,\n",
       "                \"gravity\": 0.2,\n",
       "                \"edgeLength\": 30,\n",
       "                \"friction\": 0.6,\n",
       "                \"layoutAnimation\": true\n",
       "            },\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"right\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"lineStyle\": {\n",
       "                \"show\": true,\n",
       "                \"width\": 1,\n",
       "                \"opacity\": 1,\n",
       "                \"curveness\": 0.3,\n",
       "                \"type\": \"solid\",\n",
       "                \"color\": \"source\"\n",
       "            },\n",
       "            \"roam\": true,\n",
       "            \"draggable\": false,\n",
       "            \"focusNodeAdjacency\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"id\": \"0\",\n",
       "                    \"name\": \"Myriel\",\n",
       "                    \"symbolSize\": 19.12381,\n",
       "                    \"x\": -266.82776,\n",
       "                    \"y\": 299.6904,\n",
       "                    \"value\": 28.685715,\n",
       "                    \"category\": 0\n",
       "                },\n",
       "                {\n",
       "                    \"id\": \"1\",\n",
       "                    \"name\": \"Napoleon\",\n",
       "                    \"symbolSize\": 2.6666666666666665,\n",
       "                    \"x\": -418.08344,\n",
       "                    \"y\": 446.8853,\n",
       "                    \"value\": 4,\n",
       "                    \"category\": 0\n",
       "                },\n",
       "                {\n",
       "                    \"id\": \"2\",\n",
       "                    \"name\": \"MlleBaptistine\",\n",
       "                    \"symbolSize\": 6.323809333333333,\n",
       "                    \"x\": -212.76357,\n",
       "                    \"y\": 245.29176,\n",
       "                    \"value\": 9.485714,\n",
       "                    \"category\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"id\": \"3\",\n",
       "                    \"name\": \"MmeMagloire\",\n",
       "                    \"symbolSize\": 6.323809333333333,\n",
       "                    \"x\": -242.82404,\n",
       "                    \"y\": 235.26283,\n",
       "                    \"value\": 9.485714,\n",
       "                    \"category\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"id\": \"4\",\n",
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       "                    \"target\": \"59\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"61\",\n",
       "                    \"target\": \"60\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"62\",\n",
       "                    \"target\": \"41\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"62\",\n",
       "                    \"target\": \"48\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"62\",\n",
       "                    \"target\": \"55\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"62\",\n",
       "                    \"target\": \"57\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"62\",\n",
       "                    \"target\": \"58\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"62\",\n",
       "                    \"target\": \"59\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"62\",\n",
       "                    \"target\": \"60\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"62\",\n",
       "                    \"target\": \"61\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"63\",\n",
       "                    \"target\": \"48\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"63\",\n",
       "                    \"target\": \"55\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"63\",\n",
       "                    \"target\": \"57\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"63\",\n",
       "                    \"target\": \"58\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"63\",\n",
       "                    \"target\": \"59\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"63\",\n",
       "                    \"target\": \"60\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"63\",\n",
       "                    \"target\": \"61\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"63\",\n",
       "                    \"target\": \"62\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"64\",\n",
       "                    \"target\": \"11\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"64\",\n",
       "                    \"target\": \"48\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"64\",\n",
       "                    \"target\": \"55\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"64\",\n",
       "                    \"target\": \"57\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"64\",\n",
       "                    \"target\": \"58\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"64\",\n",
       "                    \"target\": \"59\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"64\",\n",
       "                    \"target\": \"60\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"64\",\n",
       "                    \"target\": \"61\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"64\",\n",
       "                    \"target\": \"62\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"64\",\n",
       "                    \"target\": \"63\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"65\",\n",
       "                    \"target\": \"48\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"65\",\n",
       "                    \"target\": \"55\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"65\",\n",
       "                    \"target\": \"57\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"65\",\n",
       "                    \"target\": \"58\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"65\",\n",
       "                    \"target\": \"59\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"65\",\n",
       "                    \"target\": \"60\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"65\",\n",
       "                    \"target\": \"61\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"65\",\n",
       "                    \"target\": \"62\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"65\",\n",
       "                    \"target\": \"63\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"65\",\n",
       "                    \"target\": \"64\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"66\",\n",
       "                    \"target\": \"48\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"66\",\n",
       "                    \"target\": \"58\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"66\",\n",
       "                    \"target\": \"59\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"66\",\n",
       "                    \"target\": \"60\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"66\",\n",
       "                    \"target\": \"61\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"66\",\n",
       "                    \"target\": \"62\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"66\",\n",
       "                    \"target\": \"63\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"66\",\n",
       "                    \"target\": \"64\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"66\",\n",
       "                    \"target\": \"65\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"67\",\n",
       "                    \"target\": \"57\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"68\",\n",
       "                    \"target\": \"11\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"68\",\n",
       "                    \"target\": \"24\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"68\",\n",
       "                    \"target\": \"25\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"68\",\n",
       "                    \"target\": \"27\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"68\",\n",
       "                    \"target\": \"41\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"68\",\n",
       "                    \"target\": \"48\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"69\",\n",
       "                    \"target\": \"11\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"69\",\n",
       "                    \"target\": \"24\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"69\",\n",
       "                    \"target\": \"25\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"69\",\n",
       "                    \"target\": \"27\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"69\",\n",
       "                    \"target\": \"41\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"69\",\n",
       "                    \"target\": \"48\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"69\",\n",
       "                    \"target\": \"68\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"70\",\n",
       "                    \"target\": \"11\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"70\",\n",
       "                    \"target\": \"24\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"70\",\n",
       "                    \"target\": \"25\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"70\",\n",
       "                    \"target\": \"27\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"70\",\n",
       "                    \"target\": \"41\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"70\",\n",
       "                    \"target\": \"58\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"70\",\n",
       "                    \"target\": \"68\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"70\",\n",
       "                    \"target\": \"69\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"71\",\n",
       "                    \"target\": \"11\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"71\",\n",
       "                    \"target\": \"25\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"71\",\n",
       "                    \"target\": \"27\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"71\",\n",
       "                    \"target\": \"41\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"71\",\n",
       "                    \"target\": \"48\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"71\",\n",
       "                    \"target\": \"68\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"71\",\n",
       "                    \"target\": \"69\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"71\",\n",
       "                    \"target\": \"70\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"72\",\n",
       "                    \"target\": \"11\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"72\",\n",
       "                    \"target\": \"26\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"72\",\n",
       "                    \"target\": \"27\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"73\",\n",
       "                    \"target\": \"48\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"74\",\n",
       "                    \"target\": \"48\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"74\",\n",
       "                    \"target\": \"73\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"75\",\n",
       "                    \"target\": \"25\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"75\",\n",
       "                    \"target\": \"41\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"75\",\n",
       "                    \"target\": \"48\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"75\",\n",
       "                    \"target\": \"68\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"75\",\n",
       "                    \"target\": \"69\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"75\",\n",
       "                    \"target\": \"70\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"75\",\n",
       "                    \"target\": \"71\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"76\",\n",
       "                    \"target\": \"48\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"76\",\n",
       "                    \"target\": \"58\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"76\",\n",
       "                    \"target\": \"62\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"76\",\n",
       "                    \"target\": \"63\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"76\",\n",
       "                    \"target\": \"64\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"76\",\n",
       "                    \"target\": \"65\"\n",
       "                },\n",
       "                {\n",
       "                    \"source\": \"76\",\n",
       "                    \"target\": \"66\"\n",
       "                }\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"A\",\n",
       "                \"B\",\n",
       "                \"C\",\n",
       "                \"D\",\n",
       "                \"E\",\n",
       "                \"F\",\n",
       "                \"G\",\n",
       "                \"H\",\n",
       "                \"I\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"left\": \"2%\",\n",
       "            \"top\": \"20%\",\n",
       "            \"orient\": \"vertical\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Graph-Les Miserables\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_f25e6a039b664f4289639c6f310e3538.setOption(option_f25e6a039b664f4289639c6f310e3538);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x28bf3f3d0>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Graph\n",
    "\n",
    "\n",
    "with open(\"les-miserables.json\", \"r\", encoding=\"utf-8\") as f:\n",
    "    j = json.load(f)\n",
    "    nodes = j[\"nodes\"]\n",
    "    links = j[\"links\"]\n",
    "    categories = j[\"categories\"]\n",
    "\n",
    "print(categories)\n",
    "G = Graph(init_opts=opts.InitOpts(width=\"1000px\", height=\"600px\",bg_color=\"#FFFFFF\"))\n",
    "G.add(\n",
    "        \"\",\n",
    "        nodes=nodes,\n",
    "        links=links,\n",
    "        categories=categories,\n",
    "        layout=\"none\",\n",
    "        is_rotate_label=True,\n",
    "        linestyle_opts=opts.LineStyleOpts(color=\"source\", curve=0.3),\n",
    "        label_opts=opts.LabelOpts(position=\"right\"),\n",
    "    )\n",
    "G.set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Graph-Les Miserables\"),\n",
    "        legend_opts=opts.LegendOpts(orient=\"vertical\", pos_left=\"2%\", pos_top=\"20%\"),\n",
    "    )\n",
    "G.render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# 创建示例数据集\n",
    "data = np.random.rand(10, 10)  # 生成一个10x10的随机数据矩阵\n",
    "\n",
    "# 绘制热力图\n",
    "plt.imshow(data, cmap='hot', interpolation='nearest')\n",
    "\n",
    "plt.grid(False)\n",
    "\n",
    "# 添加颜色栏\n",
    "plt.colorbar()\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.17999129 0.34488404 0.37701757 0.83195518 0.71305803 0.46458878\n",
      "  0.3800612  0.97559381 0.42927036 0.0355168 ]\n",
      " [0.16424938 0.01353928 0.64459635 0.40144359 0.85587551 0.88025952\n",
      "  0.83015703 0.11126446 0.25083466 0.27320094]\n",
      " [0.55955136 0.54357962 0.1999008  0.09347543 0.39290122 0.53790026\n",
      "  0.29185594 0.70993768 0.88299139 0.92640112]\n",
      " [0.92320022 0.76135755 0.09347823 0.36581002 0.8668385  0.75553737\n",
      "  0.13231661 0.27388672 0.34821249 0.65512998]\n",
      " [0.89371873 0.76079606 0.83070706 0.8584557  0.39257707 0.25569451\n",
      "  0.16908886 0.34547192 0.13524712 0.02453721]\n",
      " [0.91723327 0.02071107 0.68634484 0.34166551 0.3157143  0.92774491\n",
      "  0.1081466  0.56288835 0.19189847 0.3951002 ]\n",
      " [0.63814122 0.72294241 0.71629395 0.47403738 0.10614554 0.4593146\n",
      "  0.3030755  0.12056052 0.60234725 0.47674567]\n",
      " [0.34078133 0.57408488 0.51501457 0.4237247  0.38417369 0.20160976\n",
      "  0.06346562 0.55674645 0.01940323 0.44261973]\n",
      " [0.57781846 0.03550048 0.0249439  0.49728895 0.32157625 0.93468703\n",
      "  0.20590338 0.24589891 0.1069535  0.46070561]\n",
      " [0.80686855 0.74016408 0.54884434 0.57139609 0.84288733 0.45638774\n",
      "  0.8137897  0.19547492 0.40010881 0.68419816]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# 创建示例数据集\n",
    "data = np.random.rand(10, 10)  # 生成一个10x10的随机数据矩阵\n",
    "\n",
    "# 绘制热力图\n",
    "plt.imshow(data, cmap='YlGnBu', interpolation='nearest')\n",
    "\n",
    "plt.grid(False)\n",
    "\n",
    "# 添加颜色栏\n",
    "plt.colorbar()\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "# 创建示例数据集\n",
    "data = np.random.rand(10, 10)  # 生成一个10x10的随机数据矩阵\n",
    "\n",
    "# 自定义颜色渐变\n",
    "custom_colors = ['#FF0000', '#FFFF00', '#00FF00', '#00FFFF', '#0000FF']  # 自定义颜色列表\n",
    "custom_cmap = colors.LinearSegmentedColormap.from_list('custom_cmap', custom_colors)\n",
    "\n",
    "# 绘制热力图，使用自定义颜色渐变\n",
    "plt.imshow(data, cmap=custom_cmap)\n",
    "\n",
    "plt.grid(False)\n",
    "\n",
    "# 添加颜色栏\n",
    "plt.colorbar()\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 创建示例数据集\n",
    "data = {\n",
    "    'Region': ['North', 'North', 'South', 'South', 'East', 'East', 'West', 'West'],\n",
    "    'Product': ['A', 'B', 'A', 'B', 'A', 'B', 'A', 'B'],\n",
    "    'Sales': [100, 200, 150, 300, 250, 180, 120, 280]\n",
    "}\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# 使用数据透视表转换数据\n",
    "pivot_table = df.pivot(index='Product', columns='Region', values='Sales')\n",
    "\n",
    "# 绘制热力图\n",
    "sns.heatmap(pivot_table, cmap='YlGnBu', annot=True, fmt='.0f')\n",
    "\n",
    "# 设置坐标轴标签\n",
    "plt.xlabel('Region')\n",
    "plt.ylabel('Product')\n",
    "\n",
    "# 设置标题\n",
    "plt.title('Sales Distribution by Region and Product')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
